Brain_Discovery

EcoTyper_Project, Data processing

Overview

This Script processes and prepares the I-SPY2 dataset, focusing on: - Cleaning, merging, and structuring genomics and radiomics clinical data. - Identifying common patients between datasets. - Ensuring MRI segmentation consistency for further analysis.

Dataset Summary

  • Study Reference: PMID: 35623341
  • Clinical Trial: ISPY2/NCT01042379
  • Data Source: GEO: GSE194040
  • Study Population:
    • Genomics Data: 987 patients (mRNA & RPPA profiling)
    • Radiomics Data: 985 patients (MRI scans)
  • Platforms Used:
    • Genomics: Agilent 44K arrays
    • Radiomics: MRI (DCE-MRI)

Patient and Treatment Details

  • Total Patients (RNA-seq): 987
  • Total Patients (MRI): 985 (719 I-SPY2 cases, 266 ACRIN-6698 cases)
  • Treatment Groups:
    • IO + Chemo: 69 patients
    • Chemo + Targeted Therapy: 687 patients
    • Chemo Alone: 179 patients
    • Targeted Therapy Alone: 52 patients
  • Key Treatment Arms:
    • Paclitaxel ± Trastuzumab
    • Veliparib + Carboplatin
    • AMG-386 (Trebananib) ± Trastuzumab
    • Neratinib, Ganetespib, Ganitumab, Pembrolizumab, Pertuzumab, T-DM1

Treatment Arms

  • Chemotherapy ± IO
    • Paclitaxel ± Trastuzumab
    • Veliparib + Carboplatin
  • Targeted Therapies
    • AMG-386 (Trebananib) ± Trastuzumab
    • Neratinib, Ganetespib, Ganitumab, Pembrolizumab, Pertuzumab, T-DM1

Additional Information

  • Batch Correction:
    • ComBat was applied to correct batch effects in gene expression data.
    • Adjusted ~800 patients; linear adjustments applied to remaining cases.
  • Radiomics Data:
    • MRI dataset includes 4 serial DCE-MRI scans per patient.
    • Performed before and during neoadjuvant chemotherapy to track tumor volume changes and response.
  • Data Availability:
  • Key Reference:

Section 1: Data Processing Steps

Load Required Libraries

library(here)
library(MultiAssayExperiment) 
library(knitr)
library(readxl)
library(ggplot2)
library(dplyr)
library(tidyr)
library(ggvenn)
library(kableExtra) 
library(limma)
library(limma)
library(EnhancedVolcano)
library(msigdbr)
library(fgsea)

Load & Extract Data

Load MultiAssayExperiment .rds File This step extracts clinical, expression(Microarray quantile normalizated), and annotation data** for further analysis.

# Define base directory.
input_dir <- file.path(here(), "data/rawdata/genomics")
output_dir <- file.path(here(), "data/results/genomics")

# Load dataset
mae <- readRDS(file.path(input_dir, "ICB_Wolf.rds"))

# Extract clinical, expression, and annotation data
clin <- data.frame(colData(mae))  
expr <- assays(mae)[["expr"]] # dim 18348 x 987
annot <- data.frame(rowData(mae@ExperimentList$expr))

# Create a named vector to map gene_id to gene_name
gene_map <- setNames(annot$gene_name, annot$gene_id)
rownames(expr) <- gene_map[rownames(expr)]
rownames(annot) <- annot$gene_name

Clinical Data

Display first 50 rows of Clinical Data.

# Display clin 
kable(head(clin,50), caption = "Genomics Clinical Data") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
Genomics Clinical Data
patientid sex age cancer_type histo tissueid stage response.other.info recist response treatment dna rna survival_time_pfs event_occurred_pfs survival_time_os event_occurred_os survival_unit survival_type TMB_raw nsTMB_raw indel_TMB_raw indel_nsTMB_raw TMB_perMb nsTMB_perMb indel_TMB_perMb indel_nsTMB_perMb CIN CNA_tot AMP DEL treatmentid dna_info rna_info Arm..short.name. pCR HR HER2 MP2 Immune. DRD. BP.subtype Receptor.Subtype I.SPY2.Subtypes RPS.5 BP.HER2.2..6 BP.HER2.2..4 BP.HER2.2..Immune.5 BP.HR.HER2.2..Immune.6 HER2.3.state..3. BP.HR.HER2.3..6 BP.HER2.3..6 BP.Immune.HER2.3..5 BP.HR.Immune.HER2.3..6 DRD.Immune.HER2.3..6 RPS.7..i.e..DRD.Immune.HR.HER2.3..7. ICS5_score Chemokine12_score Module5_TcellBcell_score STAT1_sig Module3_IFN_score Dendritic_cells B_cells Mast_cells Module11_Prolif_score MP_index_adj…1. Basal_Index PARPi7_score PARPi7_plus_MP2 VCpred_TN STMN1_dat HER2_Index Mod7_ERBB2 ERBB2.Y1248 EGFR.Y1173 mTOR.S2448 IGF1R_dat TIE2.Y992 Mod10_ECM RPL24_dat LYMPHS_PCA_16704732 Luminal_Index ER_PGR_avg PAM50.Subtype TNBCtype_7class TNBC_BB_4class
X100899 X100899 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.20870 0.796000 0.63020 1.036000 0.193300 -0.08080 -0.064170 -0.06758 -0.38930 -0.07714 1.22300 0.99240 0.86020 0.191100 -1.06900 -0.6318 -0.79760 NA NA NA -0.7939000 NA 0.28970 -0.24500 -0.823600 -0.72510 -0.497100 Basal BL2 LAR
X102011 X102011 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR+/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.21900 0.509100 0.65020 0.299100 -0.362000 0.75260 0.426100 -0.54970 1.17800 1.37800 1.11000 0.66820 0.93300 -0.524900 0.20960 -0.5996 -0.67160 NA NA NA -0.3970000 NA -1.99300 3.00200 2.261000 -0.74760 -0.191700 Basal NA NA
X102212 X102212 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + MK-2206 NA NA MK2206 0 0 0 0 1 1 Basal-type TN TN/MP1 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.10000 0.978200 1.43200 0.367300 0.253600 0.59370 2.008000 1.25100 -2.17800 -1.29500 0.90250 -0.28720 -0.58080 1.100000 -0.94570 -0.4772 -0.74750 NA NA NA 0.1968000 NA 0.98770 0.78080 -0.686600 0.01676 0.118600 Normal MSL MES
X103693 X103693 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 0 0 1 Basal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- HR+HER2-/BP_Basal/Immune- HER2=0 HR+/HER2=0 HER2=0/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR+/HER2=0/Immune- or HR+/HER2low/BP-Basal/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ -0.83620 -1.249000 -1.12600 -1.293000 -1.353000 -0.39820 -0.444500 0.09109 -0.84910 -0.21730 -0.26370 -0.05050 -0.10260 -0.521800 -0.94400 -0.5073 -0.31860 -0.2776 -0.26030 0.07633 0.2533000 NA 0.40100 0.25040 -0.293600 -0.62400 -0.556700 Her2 NA NA
X103939 X103939 F NA Breast NA Breast NA NR NA NR chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -0.87290 -1.231000 -1.18500 -1.959000 -1.958000 -0.80620 -0.649100 -0.48040 1.23000 -1.00400 -1.16000 -0.76310 -0.93200 -0.730200 0.69100 -0.6237 0.09161 -0.3335 -0.28550 -0.15270 0.9003000 NA -0.91140 0.54750 1.307000 1.58500 2.070000 LumB NA NA
X104268 X104268 F NA Breast NA Breast NA NR NA NR chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 0 0 0 1 0 0 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3- HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0/Immune-/DRD.v3- HER2=0/Immune-/DRD.v3- -1.56300 -1.605000 -1.33500 -1.019000 0.868600 -0.61490 -1.063000 -1.00500 1.28400 0.99390 0.98400 -1.58700 -1.17000 -2.076000 0.03416 -0.2965 -0.27290 -0.3607 -0.31670 0.27420 0.8947000 NA -0.61660 -0.93500 0.044230 -0.54810 -0.728500 Basal UNS BLIS
X104384 X104384 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ -0.22970 0.013520 -0.25040 -0.004404 -1.204000 0.10850 0.032630 0.06288 -0.07652 0.74950 1.02600 0.45570 0.58780 -0.000986 -0.23910 -0.6197 -1.16600 -0.3734 -0.38780 -1.51100 -0.5201000 NA 0.73450 -0.66640 -0.746000 -0.67450 -0.801800 Basal NA NA
X105286 X105286 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -0.33670 0.147300 -0.06257 -0.698500 -0.095280 0.55290 -0.486900 2.62900 -1.70900 -1.83500 -0.91570 -0.86400 -1.22800 -1.032000 -1.20400 -0.5033 -0.76620 NA NA NA 0.4573000 NA 1.20900 0.90320 0.114800 1.02600 0.980500 LumA NA NA
X105513 X105513 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 1 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.42990 -0.086500 -0.03396 -0.347600 -0.973400 -0.09498 0.300300 -1.61100 1.17300 0.86810 0.02009 0.58810 0.73500 0.501700 1.10600 -0.5595 -0.03981 -0.4617 -0.35570 -0.38710 -1.6900000 3.0940 -1.26800 0.78080 -0.490400 -0.72790 -1.084000 Her2 NA NA
X107700 X107700 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + MK-2206 + Trastuzumab NA NA MK2206 0 1 1 0 0 0 Luminal-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-Luminal HER2+/Luminal-type HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+ HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP-Luminal HER2+/BP-Luminal -0.89600 -0.263100 -0.64080 -0.435200 -0.206300 -0.09306 -0.679500 0.75780 -0.01925 -1.27700 -1.04500 -1.48900 -1.64600 -1.074000 -0.80560 1.0560 -0.12160 -0.4019 -0.42400 -1.15400 1.6790000 0.4305 0.22030 -1.96700 0.115800 0.67150 0.858000 LumB NA NA
X108939 X108939 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 1 1 0 0 0 HER2-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal 0.83290 0.605100 0.54100 -0.004226 -0.844100 0.90340 0.281000 1.14000 -0.37790 -0.41850 -0.81740 -0.05181 -0.15370 0.272100 -0.73640 2.2950 1.89800 2.0010 2.44000 0.33000 -0.2396000 -0.4657 0.87950 0.67270 -0.608400 -0.59870 -0.101200 Her2 NA NA
X108969 X108969 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 0 1 0 0 0 HER2-type HR-HER2+ HR-HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal -0.10150 -0.923000 -0.87110 -1.483000 -1.943000 0.33620 0.229600 -0.32130 -0.31720 -0.96840 -1.28400 -1.15100 -1.26800 -1.205000 -1.39900 2.1950 1.54900 2.1600 2.12700 0.95230 -0.3313000 -0.4062 -0.70670 0.85050 1.090000 -0.40480 0.458300 LumB NA NA
X109623 X109623 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -1.77200 -2.232000 -2.53000 -2.028000 -1.309000 -1.51700 -1.585000 0.23080 -2.04900 -1.16600 -1.37400 0.74060 0.36590 -1.197000 -0.86970 -0.4812 0.52240 NA NA NA 3.8050000 NA -1.74700 0.66270 1.731000 1.43900 0.432600 LumA NA NA
X109874 X109874 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 1 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ NA NA NA HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.12610 0.568900 0.35200 0.722900 0.203500 -0.24450 0.583700 -0.30340 -0.35630 0.62370 0.95030 1.29100 1.30000 0.726100 0.22670 -0.5856 -0.62310 -0.3947 -0.42990 -0.38710 -0.4627000 -1.2890 1.18700 -0.14400 -1.535000 -0.55090 -1.044000 Basal UNS LAR
X109980 X109980 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 1 1 0 1 0 HER2-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal 0.96250 0.812700 1.01400 0.665500 1.310000 -0.42670 1.282000 1.12300 -0.63020 -0.86060 -0.62060 -0.17260 -0.37090 0.925600 -0.68740 2.1550 3.19000 6.2610 6.53300 0.59010 0.0381300 -0.6191 -1.06000 0.60440 1.434000 0.04486 0.505500 LumB NA NA
X111004 X111004 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2=0 HR+/HER2=0 HER2=0/BP_Luminal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR+/HER2=0/Immune- or HR+/HER2low/BP-Basal/Immune- HER2=0/Immune-/DRD.v3- HER2=0/Immune-/DRD.v3- -0.21570 0.534000 0.29740 0.740600 0.913900 0.47210 -0.424200 1.60100 -0.89370 -1.22400 -0.77800 0.48380 0.12310 0.014020 -0.38120 -0.5555 -1.17500 -0.3340 -0.38080 0.70050 0.3983000 NA 2.31800 -1.44300 -0.410600 0.40740 -0.256300 LumB NA NA
X111038 X111038 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 0 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ NA NA NA HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.30500 1.818000 1.45100 1.784000 1.898000 0.35760 0.803100 -0.30500 0.61270 1.23500 1.17500 -0.64410 -0.27040 0.645000 0.10430 -0.5796 -0.56320 -0.4160 -0.31510 1.35700 -1.2370000 0.4715 -0.88780 -1.55500 -0.308700 -1.12400 -0.861600 Basal IM BLIA
X111344 X111344 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 0 1 0 1 1 0 Luminal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Luminal-type HER2-/BP_Luminal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Luminal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ -0.16470 0.336100 0.18070 0.804400 2.632000 -0.46240 -0.011610 -0.98070 0.31490 0.39010 -1.05100 -0.57770 -0.42100 -0.409600 0.08036 -0.6016 -0.62220 -0.4043 -0.41640 0.49830 0.0001858 0.6159 -1.95600 -0.21230 0.285900 0.63220 2.248000 LumB NA NA
X111646 X111646 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -0.36890 -0.703600 -0.41630 -0.438700 0.796800 -0.74150 0.262300 1.67100 -0.87980 -1.60500 -1.30600 -0.45840 -0.80980 -0.199800 -0.86370 -0.4250 -0.46910 NA NA NA 1.2140000 NA 0.25080 -0.55370 0.254300 1.58200 2.060000 LumB NA NA
X111674 X111674 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Veliparib dihydrochloride + Carboplatinum NA NA VC 1 0 0 0 1 1 Basal-type TN TN/MP1 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ -0.23240 -0.214500 -0.01483 0.011390 0.195800 1.22300 -0.499900 0.46760 0.29220 0.55540 0.90810 0.98660 1.01200 0.272300 1.13800 -0.5113 -0.32800 -0.4779 -0.56270 -2.69100 -0.4783000 9.2790 0.60930 -0.20510 -0.879600 -0.82630 -0.652500 Basal MSL MES
X111881 X111881 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 1 1 1 0 0 HER2-type HR+HER2+ HR+HER2+/MP2 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal -0.34970 -0.216600 -0.53990 -0.268500 0.139100 -1.58300 -0.892400 0.46200 0.70120 0.72430 -0.93820 -1.03000 -0.74060 -0.076860 -0.35420 2.2570 3.04100 3.4960 3.61400 0.70720 -0.1055000 -0.5253 -0.08600 0.08368 0.482700 0.31460 0.233100 LumB NA NA
X112606 X112606 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trastuzumab NA NA Ctr 0 1 1 0 0 0 Luminal-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-Luminal HER2+/Luminal-type HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+ HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP-Luminal HER2+/BP-Luminal 0.02571 0.159700 -0.09021 0.010330 -0.480800 0.40990 0.071040 0.99270 -0.71140 -1.09800 -0.98030 -3.14900 -3.07900 -0.537200 -0.70060 -0.4952 0.34880 -0.2613 -0.29810 0.62860 4.4520000 -0.7779 1.15400 -1.97400 0.199900 0.69400 2.501000 LumA NA NA
X114087 X114087 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -1.11700 -1.409000 -1.25100 -0.820400 0.700700 -1.52300 -1.067000 -0.26100 -0.37050 -0.72760 -1.98400 -1.11800 -1.17900 -1.218000 0.26500 -0.6277 -0.31540 -0.3603 -0.36150 0.37120 0.8584000 NA 0.03222 -0.39490 0.122100 1.50900 2.133000 LumB NA NA
X115638 X115638 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.36310 0.158100 0.49560 0.805100 0.082480 0.78570 0.006451 -1.35500 1.57100 0.89320 1.26800 0.14550 0.34750 0.013020 0.62470 -0.6197 -0.43430 NA NA NA -1.6680000 NA -2.19600 1.47900 0.274800 -0.84600 -0.772400 Basal IM BLIA
X115987 X115987 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 0 0 1 0 0 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3- HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2low HR-/HER2low HER2low/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2low/Immune-/DRD.v3- HR-/HER2low/Immune-/DRD.v3- -2.36500 -2.138000 -2.12400 -2.721000 -2.767000 -0.14640 -1.600000 -0.70550 1.24000 0.81780 1.15500 -0.09058 0.11860 -2.030000 0.62820 -0.1399 -0.92390 NA NA NA -0.3328000 NA -0.23560 0.37530 0.442800 -0.85720 -1.030000 Basal M BLIS
X116165 X116165 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 0 1 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune+ HER2-/Luminal-type HER2-/BP_Luminal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Luminal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.20900 -0.333500 0.14560 0.040340 0.140200 -0.56650 0.092170 -0.53190 0.17420 -0.45810 -0.93540 -0.81700 -0.84440 0.678000 -0.44900 -0.4952 -0.36510 -0.1809 -0.28000 3.76600 0.2887000 NA -0.72200 -1.82000 -0.647500 1.06500 1.511000 LumB NA NA
X116603 X116603 F NA Breast NA Breast NA NR NA NR chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 0 0 0 1 1 0 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.65710 0.212100 0.67640 0.794700 0.119800 -0.42820 -0.498600 -1.72000 0.63850 1.15900 0.82100 0.05654 0.33430 -0.527500 0.02534 -0.1259 -0.52070 -0.2361 -0.12090 1.92900 -0.3574000 0.3903 -1.36700 0.66130 -0.401200 -0.78980 -1.155000 Basal UNS BLIA
X117424 X117424 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.20130 0.023940 -0.05377 0.333600 0.006988 -0.25950 -0.611200 0.38510 0.17090 0.69920 0.66920 1.12200 1.16900 0.822300 1.74100 -0.5675 -0.93290 -0.3061 -0.30020 -0.03717 -0.3578000 -0.4342 1.17300 0.98710 -0.170100 -0.25300 -0.690800 Basal MSL LAR
X117707 X117707 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 1 0 0 1 0 1 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2low HR-/HER2low HER2low/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ 0.34680 0.770100 0.25000 0.650700 1.935000 -0.77060 -0.413700 -1.13400 0.78900 0.95430 1.09400 0.19930 0.41040 0.065220 0.10800 -0.5675 -0.63500 NA NA NA -0.5770000 NA -0.75800 0.46640 0.134000 -0.94430 -0.934600 Basal BL1 BLIS
X118307 X118307 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 0 0 0 1 0 1 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- NA NA NA HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ 0.29490 -0.726600 -0.22270 -0.572000 0.327700 -0.98270 0.360600 -0.93590 1.01500 1.20200 1.08800 2.00500 2.07900 0.310300 1.24000 -0.6237 -0.58950 -0.4582 -0.40310 0.12270 -0.6494000 -1.4060 -0.76410 0.75100 -0.661400 -0.62680 -0.714900 Basal BL1 BLIS
X119928 X119928 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 0 0 1 1 0 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ -0.25220 0.368100 -0.49930 0.340400 -0.424700 -0.01930 -0.482000 -0.18170 1.28400 1.03000 0.49500 -0.22080 0.05538 -1.117000 1.27900 -0.5836 -1.18800 NA NA NA -1.6050000 NA 0.41000 0.67130 0.976700 -0.39070 -1.037000 Basal BL2 LAR
X120001 X120001 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 0 0 0 0 0 0 Basal-type TN TN/MP1 HER2-/Immune-/DRD.v3- HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0/Immune-/DRD.v3- HER2=0/Immune-/DRD.v3- -0.96740 -0.349700 -0.35340 -0.048590 0.915500 -0.38410 -0.624100 -1.02500 1.01300 0.50510 0.93620 -0.79060 -0.58180 -0.629800 0.64760 -0.5515 -0.59680 -0.4545 -0.43160 -0.76680 -0.2782000 -0.2686 0.17130 -1.24200 -0.572300 -0.59590 -0.582600 Basal BL1 BLIS
X120422 X120422 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 1 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR+/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.37600 1.118000 1.15300 0.250200 -0.468100 2.55500 1.414000 -0.02934 0.48120 0.55180 1.13000 2.08500 1.98900 1.330000 2.90300 -0.5434 -0.98200 NA NA NA -0.4173000 NA 0.84000 0.36400 -1.065000 -0.66330 -0.510900 Basal NA NA
X122287 X122287 F NA Breast NA Breast NA R NA R targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Trastuzumab Emtansine + Pertuzumab NA NA TDM1/P 1 1 1 1 1 0 HER2-type HR+HER2+ HR+HER2+/MP2 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal 0.65590 0.433900 0.20350 0.461600 0.791700 -0.35650 0.553700 0.76490 -0.60180 0.01271 -0.51100 1.24200 1.10500 0.338800 -0.38710 2.2610 2.72200 1.5160 2.01800 -0.40390 -0.9569000 NA 0.56190 -1.09200 -2.047000 -0.95550 -0.926500 Her2 NA NA
X122579 X122579 F NA Breast NA Breast NA NR NA NR chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- 0.35360 -0.023670 0.02669 0.373700 0.543700 -0.35840 -0.517000 0.33200 -0.94680 -1.16200 -1.27300 -1.35300 -1.49600 0.740500 -1.50700 -0.4370 -0.25600 -0.3575 -0.38600 0.17210 -1.1870000 NA -0.88580 -0.74200 0.653100 1.07100 0.545900 LumB NA NA
X122795 X122795 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 0 0 0 1 1 Basal-type TN TN/MP1 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.02600 0.918500 0.85100 -0.147900 -0.983600 0.62740 1.071000 1.05400 -1.67400 -2.21900 0.86320 -0.21630 -0.74690 0.454000 -1.00100 -0.6036 -0.88950 NA NA NA 0.1935000 NA 2.03200 0.16340 -0.105200 -0.38230 -0.316300 Normal MSL LAR
X123660 X123660 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trastuzumab NA NA Ctr 0 0 1 0 0 0 HER2-type HR-HER2+ HR-HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal -0.93020 -1.299000 -0.71420 -0.901100 -0.427300 -0.56650 -0.537800 0.19560 -1.47300 -0.86060 -0.87920 1.76600 1.35400 -0.807600 0.23710 2.2410 1.59200 2.2400 2.83400 0.47630 -0.1896000 1.5030 0.62890 -0.29760 -0.938000 -0.50310 0.005983 LumA NA NA
X125130 X125130 F NA Breast NA Breast NA R NA R targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Trastuzumab Emtansine + Pertuzumab NA NA TDM1/P 1 0 1 1 1 0 HER2-type HR-HER2+ HR-HER2+/MP2 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal 1.19800 0.561800 0.65390 0.191900 -0.451200 -0.27830 1.558000 -0.63220 0.59220 0.44400 0.38260 0.84720 0.86040 0.915500 -0.04674 1.8110 1.43200 0.2868 0.30950 -0.13690 -1.3940000 NA -0.94240 -0.01876 0.077300 -1.01700 -1.372000 Her2 NA NA
X125385 X125385 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Veliparib dihydrochloride + Carboplatinum NA NA VC 0 1 0 0 1 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune+ HER2-/Luminal-type HER2-/BP_Luminal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Luminal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ -0.63910 -1.139000 -0.85850 -1.245000 -1.514000 -0.30730 0.031980 0.34490 -0.91440 -1.28100 -1.70000 0.54690 0.16500 -0.443400 -2.53400 -0.5715 0.06301 -0.3253 -0.35040 0.86900 2.0510000 -0.4205 -1.02700 1.25200 0.337700 1.32900 1.500000 LumA NA NA
X125418 X125418 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2=0 HR+/HER2=0 HER2=0/BP_Luminal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR+/HER2=0/Immune- or HR+/HER2low/BP-Basal/Immune- HER2=0/Immune-/DRD.v3- HER2=0/Immune-/DRD.v3- -1.09300 -0.781700 -0.48760 -1.263000 -0.745800 0.66220 -0.940000 0.90980 -1.72800 -1.69800 -0.73020 -0.57590 -0.93760 -1.322000 -0.60520 -0.4129 -0.34090 NA NA NA 0.6096000 NA 1.03100 -0.18380 -1.279000 0.64060 0.453100 LumA NA NA
X127675 X127675 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 0 0 0 0 1 1 Basal-type TN TN/MP1 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.29300 0.828500 1.17000 1.745000 1.624000 0.97350 0.749700 -0.11100 0.12930 0.55900 1.36100 1.04200 1.06200 1.089000 0.08196 -0.5394 -0.38720 -0.4157 -0.34910 -0.13850 -1.1260000 -0.3617 0.01659 0.09648 -1.786000 -0.98080 -1.320000 Basal IM BLIA
X127791 X127791 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pertuzumab + Trastuzumab NA NA Pertuzumab 0 1 1 0 0 0 Luminal-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-Luminal HER2+/Luminal-type HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+ HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP-Luminal HER2+/BP-Luminal -0.96240 -1.167000 -1.17000 -1.429000 -1.249000 -0.87150 -1.027000 1.07100 -0.19110 -0.35390 -0.71900 0.18000 0.06864 -0.548700 0.54290 1.1550 0.36820 0.8130 0.56430 -0.76900 -1.4000000 NA 0.73710 1.40700 1.543000 0.56470 0.973900 Her2 NA NA
X128051 X128051 F NA Breast NA Breast NA NR NA NR targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Trastuzumab Emtansine + Pertuzumab NA NA TDM1/P 0 1 1 0 0 0 Luminal-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-Luminal HER2+/Luminal-type HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+ HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP-Luminal HER2+/BP-Luminal -0.34930 -0.172200 -0.38640 -0.372300 -0.822200 -0.10920 -0.812100 0.54510 0.44580 -0.15260 -0.88760 -1.47800 -1.35700 -0.565100 0.28400 -0.5193 0.02209 -0.2318 -0.16740 0.72870 0.3469000 NA -0.17310 0.25870 1.562000 0.89070 0.861800 LumB NA NA
X128675 X128675 F NA Breast NA Breast NA R NA R chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 1 1 0 1 0 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- HR+HER2-/BP_Basal/Immune- NA NA NA HER2=0/Immune- or HER2low/BP-Basal/Immune- HR+/HER2=0/Immune- or HR+/HER2low/BP-Basal/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ -0.62740 -0.351800 -0.42330 0.274300 -1.267000 -0.03677 -1.007000 -0.66710 1.06900 0.92560 0.80980 1.71500 1.75200 0.504300 0.31440 -0.5314 -0.43710 0.8261 1.32400 -0.88480 -1.1300000 NA -0.31700 -0.57750 -1.632000 -0.83470 -1.198000 Basal NA NA
X129837 X129837 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Veliparib dihydrochloride + Carboplatinum NA NA VC 0 0 0 1 0 1 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ 0.18490 0.129000 -0.23280 -0.451700 -0.509000 -0.05867 0.347200 -0.05933 0.18520 0.59490 0.86880 1.24000 1.24700 0.347700 1.07100 -0.1700 -0.51200 -0.3427 -0.37730 1.39500 0.4459000 0.1942 -0.27040 0.18330 -0.622500 -0.97520 -0.613900 Basal UNS LAR
X129973 X129973 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Veliparib dihydrochloride + Carboplatinum NA NA VC 1 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.97090 1.241000 1.36000 1.097000 2.024000 0.70750 0.982700 -0.39490 0.04194 1.07300 0.91940 1.61200 1.69700 1.653000 0.25600 -0.2885 -0.19200 -0.2391 -0.26100 -0.26380 -0.8008000 -0.3734 -0.96000 0.57030 -0.542900 -1.14900 -0.728100 Basal IM BLIA
X130580 X130580 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 1 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ NA NA NA HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.40270 0.485400 0.30520 0.581100 0.640000 0.37530 0.135700 -0.05388 0.57870 0.72430 1.33200 0.41440 0.54480 0.189300 -0.06618 -0.5936 -0.25670 NA NA NA -0.1167000 NA -0.46390 0.69260 -0.853700 -0.90780 -0.282100 Basal BL1 MES
X130892 X130892 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + MK-2206 NA NA MK2206 1 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.01530 0.007158 0.41820 0.764500 1.249000 -0.53860 0.188800 -0.01742 -0.53720 0.55540 0.45290 0.63570 0.69970 0.331200 -1.00400 -0.6338 -0.59650 -0.3888 -0.32540 0.24290 -0.4053000 -0.6858 -0.56700 0.78080 0.004152 -0.88810 -0.807900 NA NA NA
X131595 X131595 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 0 1 0 0 1 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune+ HER2-/Luminal-type HER2-/BP_Luminal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Luminal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.55200 1.614000 1.13400 1.811000 1.674000 0.18230 0.439100 0.72770 0.97930 -0.27480 -0.38740 -1.59200 -1.48800 0.973700 -0.14340 -0.6297 -0.89290 -0.4776 -0.34710 1.27500 -0.4092000 -0.9520 -0.97060 -0.01307 1.277000 0.88230 1.506000 LumB NA NA
X131961 X131961 F NA Breast NA Breast NA R NA R targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Trastuzumab Emtansine + Pertuzumab NA NA TDM1/P 1 1 1 0 0 0 HER2-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal -1.78200 -1.909000 -1.70800 -1.331000 0.155800 -1.03700 -1.197000 0.10620 -0.66920 -0.22450 -1.00800 -0.61710 -0.60850 -1.644000 0.02262 2.2290 2.78800 0.3577 0.09546 -0.94310 0.1774000 NA 1.63400 -0.39150 -0.294200 0.17690 -0.359600 Her2 NA NA

Microarray Expression Data

Display first 20 rows of quantile-normalized Microarray data

# Display the first 20 rows 
kable(head(expr, 20), caption = "Expression Data-Microarray") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
Expression Data-Microarray
X756412 X111881 X451816 X243836 X402265 X611662 X139137 X685753 X627981 X108939 X629210 X809037 X107700 X373672 X615873 X607047 X155171 X815421 X605713 X246134 X373346 X349225 X208265 X395076 X637752 X331192 X327133 X541165 X802778 X794428 X625800 X422450 X613188 X120001 X166412 X672734 X828199 X708387 X229824 X851180 X587388 X277848 X517446 X227832 X495440 X141782 X972307 X540539 X891645 X591180 X766301 X614044 X284355 X961350 X894491 X233962 X552313 X415039 X930853 X930172 X489973 X709559 X714205 X635862 X519738 X924812 X604380 X973837 X375455 X655703 X646233 X367682 X108969 X153880 X849605 X997702 X706943 X726091 X568331 X348009 X160120 X596079 X125385 X920479 X789497 X282644 X484867 X564234 X139771 X420523 X654956 X145513 X957408 X520258 X876511 X872188 X388581 X833536 X227881 X683374 X771813 X225836 X181819 X460776 X840501 X932200 X267306 X129837 X239061 X974618 X797427 X197942 X111038 X597253 X491526 X157463 X570148 X151230 X666450 X570380 X255388 X127675 X790722 X477816 X298101 X632408 X835137 X803514 X202956 X362993 X809649 X220664 X941191 X414286 X697871 X496205 X284593 X248255 X771443 X889049 X531672 X641246 X894128 X578975 X335091 X406190 X781335 X628692 X580632 X783578 X910706 X782334 X836114 X944419 X159352 X374121 X573881 X676048 X178649 X245655 X553141 X382853 X778020 X885590 X443708 X622078 X627118 X916645 X427321 X581648 X903880 X913225 X201873 X345574 X953262 X357017 X380239 X178815 X575372 X922433 X350331 X527320 X791944 X728182 X183831 X264678 X962472 X515141 X411684 X198891 X573586 X316996 X190224 X461824 X479417 X906042 X988443 X180027 X845663 X134526 X623086 X814299 X211408 X286984 X733962 X192548 X255078 X515105 X273745 X374106 X890414 X563856 X222135 X349639 X386664 X651541 X426106 X122795 X729270 X697098 X942017 X307659 X677915 X233832 X994987 X360937 X590220 X405717 X640463 X650589 X291515 X955953 X340186 X640927 X109980 X489504 X234272 X259206 X904269 X507198 X800710 X255535 X725455 X698094 X934459 X478484 X166782 X435313 X202539 X306127 X129973 X959366 X228340 X539291 X572731 X572235 X946927 X596458 X835658 X660915 X318569 X819622 X600536 X566011 X318438 X422013 X663467 X188511 X573919 X602943 X378401 X859699 X188091 X111674 X511851 X229144 X812089 X749097 X437968 X728714 X395379 X294176 X299364 X303947 X766967 X726381 X592535 X443444 X962827 X775346 X515565 X442637 X238790 X327142 X262131 X169536 X151481 X630758 X549172 X174903 X680881 X790070 X889225 X723918 X742477 X579881 X203254 X423619 X154293 X746731 X282082 X433144 X883886 X223526 X520471 X172283 X720065 X451482 X417654 X234723 X883696 X117424 X380769 X572444 X925691 X765671 X836983 X746265 X287300 X944536 X112606 X598798 X960963 X376676 X950742 X289420 X641977 X326433 X539876 X622315 X366120 X769972 X547405 X918979 X845783 X767081 X464547 X884011 X949444 X797639 X264305 X277888 X753109 X220471 X266840 X378885 X220925 X131595 X604199 X947398 X689480 X146033 X564701 X641697 X522140 X413211 X306401 X571995 X506623 X498985 X172168 X786003 X663144 X960029 X618717 X152090 X460642 X515281 X414844 X848003 X131961 X795996 X683457 X105513 X518000 X501303 X139973 X778527 X345907 X963604 X861745 X860901 X724384 X621179 X568953 X779739 X863161 X679787 X910188 X401215 X345460 X999733 X285339 X572793 X843554 X467622 X798604 X890372 X208650 X532183 X432114 X474874 X651145 X614434 X521860 X215932 X793155 X618240 X490805 X239910 X294265 X199960 X227055 X786753 X253531 X590299 X580541 X654064 X791321 X422454 X213672 X929391 X477994 X913527 X259899 X676630 X894673 X870077 X866660 X685795 X218503 X802308 X741535 X362150 X317402 X188700 X547892 X738041 X900959 X130892 X893874 X618860 X628788 X504838 X794128 X882553 X732137 X332655 X845147 X535415 X851223 X342959 X971492 X269899 X729732 X635632 X509012 X991818 X290413 X319324 X157270 X748611 X689076 X587604 X601489 X917762 X516834 X607843 X318407 X689452 X712917 X609151 X145777 X254060 X491779 X180663 X293142 X706639 X563681 X409288 X774840 X301665 X783427 X831848 X323721 X275626 X296123 X237158 X906795 X212307 X229328 X327917 X887594 X661730 X156163 X202535 X399478 X418593 X200222 X555214 X296841 X683896 X356431 X879224 X752469 X116603 X664111 X760901 X165925 X430441 X329941 X820348 X748583 X201831 X938719 X728287 X275034 X219545 X982086 X102212 X721099 X397505 X109874 X896852 X535569 X965265 X992609 X653927 X318293 X150547 X111344 X797499 X639663 X768214 X294739 X691753 X539904 X453596 X118307 X825363 X955035 X179568 X280375 X924895 X706169 X760011 X221686 X355942 X104268 X780272 X800447 X335536 X125130 X402384 X896621 X301968 X567907 X412772 X356684 X856159 X862244 X254273 X690089 X416434 X598835 X839274 X136536 X882538 X439489 X987914 X437162 X284443 X923968 X115987 X804979 X105286 X144302 X552549 X411950 X435279 X204939 X688955 X700549 X328160 X228192 X875089 X462582 X196064 X829491 X801641 X213913 X414971 X573605 X103939 X824512 X928446 X631337 X516763 X685182 X317641 X587691 X174904 X695521 X899692 X172366 X329076 X146987 X905264 X655128 X309830 X653325 X929980 X712276 X649198 X974181 X299962 X417474 X851488 X535779 X263143 X209967 X343898 X531988 X963303 X631299 X987995 X624777 X637566 X755914 X363669 X345483 X261304 X727804 X654021 X203060 X820807 X604326 X688291 X530095 X705381 X396723 X677910 X666147 X179369 X982505 X375954 X320538 X266509 X100899 X803677 X799149 X182346 X943633 X429220 X901705 X712785 X845079 X330134 X771151 X629371 X169918 X570966 X745633 X734997 X792181 X467686 X287961 X520986 X252748 X454808 X597907 X790397 X987728 X609642 X889721 X465008 X865416 X493519 X138027 X788149 X823618 X317131 X383456 X834418 X123660 X736721 X233191 X407539 X895653 X824234 X283070 X542392 X413961 X130580 X375342 X490023 X787415 X885871 X728149 X995480 X528833 X408692 X805136 X132463 X726940 X517870 X652480 X199115 X783764 X752372 X808714 X928815 X241705 X148357 X591810 X411008 X162562 X687288 X120422 X898618 X628823 X349330 X524170 X240957 X584561 X421917 X115638 X928170 X223030 X970839 X507249 X724293 X796558 X384830 X586207 X559021 X962153 X711476 X361701 X924071 X241998 X109623 X111646 X515284 X196024 X221375 X847272 X916586 X786480 X452703 X167271 X884266 X498024 X279902 X551795 X240035 X613961 X342142 X554577 X570685 X986734 X999264 X988665 X494022 X623569 X493775 X355292 X767934 X571276 X528479 X981664 X102011 X689188 X164468 X483667 X273691 X250274 X527581 X410083 X830486 X510543 X690410 X550421 X119928 X550157 X122287 X518576 X300724 X674897 X943879 X567201 X411806 X575457 X138425 X810965 X901807 X208303 X282777 X930903 X912836 X572016 X395249 X759418 X313243 X687733 X831702 X268937 X473468 X676365 X591079 X125418 X719713 X342996 X419590 X924868 X877463 X846156 X983841 X466267 X455828 X380972 X953885 X133650 X377460 X151980 X765773 X240432 X462605 X536253 X442669 X860243 X472799 X117707 X781642 X493472 X966016 X127791 X235995 X824350 X941926 X914968 X703455 X981461 X313672 X637051 X733276 X357034 X324021 X236470 X706418 X646600 X456432 X727255 X644609 X459311 X311316 X128051 X460812 X503034 X589502 X462581 X940186 X602451 X793684 X414256 X559263 X666715 X159284 X153327 X581180 X494296 X425173 X255577 X213328 X494946 X873686 X104384 X436371 X311455 X802105 X257735 X122579 X168044 X247641 X703401 X804233 X484894 X242370 X356399 X371528 X177795 X658541 X391942 X489194 X473505 X935460 X181442 X896939 X289107 X848371 X478055 X347516 X369040 X651401 X899381 X218249 X423979 X668752 X116165 X934906 X815493 X103693 X502486 X114087 X301289 X442981 X847753 X553012 X142688 X353318 X640043 X111004 X830958 X636424 X152197 X485637 X149654 X857165 X421829 X341238 X655795 X660534 X692885 X424541 X841336 X497010 X128675 X478655 X990443 X231633 X892390 X597873 X574091 X483910 X326202 X456506 X922872 X625854 X735673 X543795 X431061 X683173 X664658 X473365 X622688 X783771 X303685 X960490 X333145 X701790 X616994 X458196 X209397 X299840 X147139 X446263 X500826 X194024 X832056 X663197 X644186 X962664 X950131 X492612 X792412 X586091 X629606
TSPAN6 9.2058 7.5586 7.0909 8.8402 8.7008 8.3078 8.8128 9.2206 9.1506 8.9980 8.2162 10.2200 9.5105 10.2290 10.4370 7.4639 7.6933 9.8551 8.2288 8.3604 9.0722 9.4142 10.5580 9.1585 10.4630 8.8212 9.6225 10.0520 10.1200 6.0160 7.8679 10.0020 9.4689 10.3340 7.9905 9.0964 10.2320 9.5162 7.9447 8.1289 9.0654 9.1674 8.3009 9.7609 9.5831 9.6604 7.9505 10.1110 8.5840 11.1040 8.0384 9.0806 8.5629 9.0648 8.3341 9.5983 8.6734 8.7713 7.9705 9.3474 8.7928 9.0696 9.4847 9.1495 8.5193 9.1248 9.0107 7.8832 9.0506 7.5596 8.3583 8.3904 9.9072 8.9996 10.3850 10.2090 8.9665 8.7334 10.1070 8.9307 10.3790 8.9544 10.6210 8.7865 8.8586 8.7313 9.3868 8.7629 9.3005 9.7446 9.3505 8.3109 7.6954 9.0022 9.9119 9.7241 9.7388 10.1780 8.3814 8.9538 9.4852 8.7681 8.1157 7.6617 10.1630 9.9887 10.8330 9.1238 10.0360 8.1778 7.9095 10.0420 9.4542 9.3731 7.6943 8.8212 7.6070 9.1469 7.7280 9.5704 9.3895 8.2909 8.4393 10.8270 7.3818 8.7055 7.4912 8.8039 9.1169 10.0140 8.8349 9.2253 9.1911 9.6772 10.3770 10.1590 9.9308 8.8002 8.5503 10.1820 7.8695 8.9517 9.1153 9.7104 7.9642 8.7976 8.3893 9.5762 10.0270 10.5430 9.3479 8.7928 9.5173 9.6209 8.7423 10.1900 8.6450 10.0080 9.5541 9.0548 7.4186 10.5120 9.3805 9.6067 9.7351 9.6094 8.6908 8.9517 9.0228 9.7640 8.7876 8.8875 8.8007 9.7556 8.8981 8.0952 10.0040 9.0333 9.1064 9.7709 9.5189 8.9459 7.9616 8.3767 9.3063 7.7916 8.3725 9.3653 9.5326 8.0899 9.6946 8.7202 7.1471 8.1441 9.5299 8.9028 8.5477 9.2106 8.7913 8.8860 10.3020 8.2599 7.8479 9.5783 8.2509 9.2548 8.9380 9.0043 7.4470 9.6783 8.3662 10.2650 9.6741 7.5233 8.4661 8.6729 8.6266 9.1132 8.3120 9.7530 10.1530 8.6492 10.1550 8.5429 7.5738 8.4556 9.4089 11.1960 9.9529 9.3931 9.7619 9.6025 9.3132 10.6180 8.0294 8.5666 7.2429 9.3579 9.3537 9.7057 11.0330 8.1384 9.6483 10.0700 10.4900 9.6078 8.7087 9.6257 9.0591 7.1387 7.6212 9.9745 8.2488 9.6557 9.2811 9.5536 9.9035 7.0446 9.5773 9.5652 8.5440 9.6073 10.0280 10.1710 11.0740 9.2511 8.8002 6.5537 10.2710 9.6246 9.5999 9.6441 8.4314 9.7341 9.4863 7.7075 9.7383 8.2599 9.0075 9.8530 8.9586 8.7639 8.0910 8.9607 7.3292 8.7634 10.0570 8.7113 9.6699 8.4409 9.4615 8.9096 9.2727 7.9279 9.6967 8.9007 9.7304 9.3495 9.1196 8.5524 10.5720 9.5415 7.7143 9.3547 9.3121 8.4993 11.1640 9.4600 9.4089 10.1790 9.6625 10.8500 8.7713 9.2127 9.5778 9.8340 8.3330 8.7276 9.2706 8.5440 9.2716 10.5270 9.6693 8.4914 9.1911 8.6082 8.5172 9.2211 8.7176 8.1499 9.6604 7.8848 7.3697 8.6456 7.2244 9.2447 8.8816 8.4441 7.9705 10.1370 9.5246 6.6000 9.7650 9.7120 10.2130 9.1454 8.6062 7.8990 9.2764 8.9999 10.1410 6.8667 9.3022 8.2820 9.0642 8.1579 9.2832 7.6264 7.8017 9.5178 7.3286 8.6490 9.1965 8.3876 7.1870 8.1915 8.5706 10.6070 8.0212 8.3044 9.6166 8.8052 8.5108 7.6503 8.0981 10.9950 8.6402 8.3750 7.3057 10.4550 9.1085 8.8228 10.4430 8.6329 9.5436 8.6621 8.0022 9.4852 9.0656 8.1190 8.7872 10.3780 9.6341 8.3356 7.6435 9.2009 9.0189 8.3570 9.3445 7.3948 8.4626 9.0559 9.8935 8.8310 9.9081 9.0861 9.4521 10.2230 7.0585 9.2924 10.9810 9.2496 9.5888 8.8296 8.9439 9.7670 10.1310 9.5037 8.5799 9.5513 8.9795 8.5322 8.9508 8.6013 8.9902 9.1235 8.0022 9.7665 9.4652 8.3468 8.8344 8.3044 9.8487 9.2082 11.5310 9.4988 9.4569 8.9493 8.3643 8.3171 9.5825 9.9392 8.4071 8.8768 8.7843 9.8984 9.1143 8.1910 6.4608 8.6305 8.6986 8.4207 9.7047 9.3270 9.3484 8.4772 9.0715 9.1031 7.8800 8.6388 9.5358 10.8000 8.4358 8.7502 7.8927 8.1058 11.4710 10.0300 9.3766 9.1897 7.5364 9.9607 7.0750 10.2400 9.3698 7.8664 7.8795 8.4524 9.1503 8.9902 9.0121 8.4451 8.3263 9.0598 8.0377 8.8393 7.4741 8.2845 10.2060 9.0778 8.9104 8.3546 8.1628 8.3803 8.7999 9.7378 8.7035 9.6214 8.5546 8.5380 8.1803 9.7670 8.8933 9.5421 9.6467 8.6261 9.7582 9.8181 8.4212 9.5041 8.8967 7.3812 9.4326 9.3138 9.3309 10.6720 7.6488 9.4112 10.4310 8.4256 9.3708 9.0734 7.3330 9.4097 8.1691 7.8596 8.7191 9.9232 9.8487 8.9819 9.6000 9.4964 8.9532 8.7264 8.9045 9.6662 9.6565 9.3464 8.3482 9.1746 8.3458 8.5468 10.3070 9.6351 8.9600 8.1954 8.5268 8.6417 9.3727 9.6034 9.4282 9.3455 8.9157 9.5713 8.7055 8.5702 8.9951 10.1290 8.9016 8.7025 9.2798 9.0204 10.3830 9.5932 8.6266 8.5624 8.3458 11.7560 10.5100 8.8052 9.7757 9.3635 11.2900 10.0050 8.6232 8.4388 8.3833 9.1610 8.8291 9.5874 10.1850 9.0014 8.3536 11.0500 9.8400 9.3338 8.8291 9.4039 9.2642 8.6188 9.4292 10.8760 9.0841 8.5361 9.3299 10.2020 8.8432 10.1720 8.9109 8.5750 9.3810 10.4640 9.4452 9.3318 8.7799 9.3640 9.5338 8.5113 7.9968 8.9065 9.3688 9.2111 7.9399 10.2650 10.6730 9.9641 8.4271 8.7736 8.6879 9.1172 8.0684 10.2550 9.5737 8.4913 9.4404 9.2851 9.4068 8.7454 9.6901 9.4681 7.4965 9.4180 9.6049 9.1313 9.3328 9.3250 9.1459 9.6355 9.3187 8.8641 9.7874 8.8490 8.4996 10.5630 9.4292 7.0663 8.1248 10.7860 9.0165 7.7764 7.7968 9.4477 7.3554 9.0184 6.5401 11.2210 9.8054 8.7089 7.9443 9.3143 8.7332 8.2927 9.7728 9.4516 7.6537 9.6784 9.5694 8.4169 8.8383 9.3508 9.0807 8.6222 8.4222 7.8800 8.5770 7.4658 9.2472 10.0200 10.5450 9.9831 9.7363 8.3784 9.5095 9.0058 8.7926 10.2600 8.4582 6.9397 9.8989 8.7780 7.6518 9.9461 8.5814 6.3532 9.4438 9.4657 10.1040 9.2170 8.6904 8.5444 9.0685 10.4140 9.6273 9.3382 9.9212 9.1995 8.8544 9.6905 9.0856 8.2806 7.2069 9.7246 10.8270 9.0500 9.6652 9.7772 8.3487 7.6016 8.6529 9.3143 8.7634 10.7050 8.2927 7.5403 8.4791 10.2110 8.3205 8.7347 10.2410 8.1876 10.2720 10.1960 7.7764 8.0474 8.9887 10.0580 9.4715 9.1712 10.3000 9.8852 9.0165 8.1978 9.1591 7.8309 9.0564 10.2650 9.7455 9.0539 7.0911 9.1231 11.3480 8.4563 7.8562 8.9454 9.8044 9.2257 10.6210 8.2635 11.6710 9.2447 9.5913 8.3570 8.6183 9.7772 9.3387 8.8977 9.9670 9.0841 9.8852 8.2650 8.9352 9.7947 8.5560 8.6738 10.4260 9.4443 7.7734 9.7519 9.8039 10.2600 10.1450 9.7553 9.3275 11.9190 7.9905 9.0953 8.9824 9.0150 9.6482 9.7358 8.3020 8.5551 9.5012 10.7770 8.9882 9.3980 9.8331 8.6733 10.2860 9.8069 9.7850 8.6154 10.4310 8.9269 8.9084 9.3426 8.0445 8.8271 9.3406 9.0403 9.0622 9.9451 8.7571 8.9800 9.0072 8.3492 8.3463 9.1844 11.6290 9.3489 8.7303 8.5366 7.2283 10.0980 9.6808 10.1530 10.3600 8.6573 8.6938 8.9401 9.0062 9.0895 8.8763 9.4253 10.3630 9.7339 9.6312 10.1660 8.6923 9.2895 8.8529 9.1094 10.0230 9.2126 10.1380 9.5937 9.1016 7.2332 9.2447 8.7736 10.0680 9.1805 8.0513 7.9632 8.5930 11.1020 8.9045 9.2126 9.8945 10.0820 8.7463 9.2029 8.9303 9.9933 9.2997 9.0788 8.1297 9.1119 8.5989 8.6875 9.3586 6.9470 9.5231 10.0450 8.8709 9.2287 7.8518 9.8127 8.3161 9.9684 7.0200 9.0656 8.4641 9.2247 10.3568 8.1555 9.4958 8.5609 8.4441 8.3472 8.9405 8.8446 9.3201 9.6297 8.7775 9.0680 8.0878 8.8101 8.7726 9.2729 10.9321 11.0070 9.8828 9.3688 8.1453 8.9585 9.8662 8.2470 9.2442 9.2014 8.4704 8.6461 8.3497 8.9950 9.7976 9.8409 8.0504 8.7424 8.3555 8.6042 8.5959 9.6190 10.1597 8.3414 9.3474 8.3507 9.8054 8.8262 10.1276 9.0223 10.4546 8.3054 7.8236 10.8337 9.5080 9.4788 9.3927 8.4003 9.2875 8.1302 11.2650 9.7314 10.6508 8.9532 8.3954 9.4681 9.4958 9.4666 9.5036 9.7567 11.3073 9.9932 9.9207 8.6758 9.6292 9.0422 7.5520 9.1814 6.8809 9.6594 8.6008 8.5979 7.2644 8.8792 9.8360 9.9183 8.1969 9.7329 9.7718 8.2338 8.5896 8.5098 8.2704 9.8404 8.1370 11.9181 7.6586 9.5109 9.1844 8.2154 7.5763 9.3099 8.3623 8.8870 8.7809 8.7308 10.21050
TNMD 4.6488 4.2792 5.0983 5.0612 5.4898 6.0632 5.2203 4.8097 5.3536 5.7317 6.4832 5.5584 5.7346 6.1384 4.8078 5.3155 5.0107 6.2699 5.2936 6.1975 6.0003 5.6974 6.0879 5.2412 5.2831 5.6022 7.5804 5.2450 7.4099 5.1164 5.3450 6.5737 5.8393 5.7641 5.1021 5.7527 6.5480 4.8469 6.0984 5.5746 5.4022 5.9127 6.6194 6.4689 7.0166 6.0898 5.3898 5.2784 5.4546 7.0090 5.1726 5.9127 5.8289 6.2632 6.3032 5.7879 5.4527 5.1069 4.8564 6.2013 7.4471 6.6118 5.8651 5.9651 6.2260 5.1793 4.2545 4.9679 5.3622 6.2299 4.9526 5.2336 6.3451 6.0260 5.3193 5.2288 5.9003 9.5520 5.1964 4.8345 5.5174 6.5899 6.6175 6.0632 4.7926 9.4653 5.3726 5.3860 4.8297 5.5393 5.6936 4.6183 4.5945 5.4498 4.7631 5.8908 6.0927 5.3317 4.9964 5.3869 5.3098 6.3194 5.8079 6.9699 4.6774 7.2004 6.1118 6.1165 5.9517 5.8527 5.5784 6.4032 5.2669 7.0775 6.9366 6.6089 4.7697 5.8098 5.7632 5.7222 4.7897 4.9212 5.3603 8.5567 5.1326 5.7174 5.3317 6.1603 5.5555 7.5947 4.8212 5.3774 5.1250 5.0069 4.9993 5.3774 4.8202 4.7288 5.9136 4.2287 5.4269 5.3393 6.0241 7.8166 5.2993 6.1384 6.5651 6.7251 7.3976 5.2812 5.0850 6.6070 5.3479 5.4260 4.6107 5.1126 5.5831 6.2622 6.9385 5.8279 5.4146 4.9488 4.9117 6.2956 6.0194 5.1812 6.3737 5.3803 5.4527 6.0756 5.8041 4.8917 4.9755 6.1441 4.8650 5.5536 6.0203 5.3536 6.2518 6.3413 5.3184 5.6631 7.6262 5.4746 5.2622 6.5375 5.1755 4.7802 5.1545 6.2480 5.7212 5.0945 5.6984 5.1060 5.1012 5.7031 7.2156 5.7603 4.3449 5.3041 6.4451 5.3679 5.5403 5.0926 5.9203 6.3861 5.1983 5.9317 4.6621 5.2793 5.4812 5.5374 5.7336 5.7593 6.4575 5.6174 5.7060 6.0117 5.2107 5.6993 6.0917 7.9757 6.3337 6.0622 5.2698 6.4594 6.1984 5.8146 5.9698 5.6917 4.3726 6.6585 4.9755 5.5803 5.7136 5.0612 5.7422 5.7841 6.0889 4.9298 5.5212 6.0375 5.0393 7.0842 4.9964 5.4660 5.4546 5.2755 5.0012 5.7765 5.2479 5.3545 6.2203 5.8613 5.7031 5.4041 5.4679 6.9785 5.4193 6.3356 5.6546 5.7603 8.3329 6.2537 5.7603 4.9726 5.4174 5.6317 4.7097 5.9536 6.1337 6.4537 5.0583 6.4489 5.4784 5.8012 5.8593 5.4355 4.6650 5.6908 5.8593 6.3651 5.7117 6.8442 5.2364 5.7698 5.3841 6.6461 5.7717 5.8098 4.9802 6.0279 5.9555 6.1422 6.3851 5.3060 5.8898 5.7336 6.4746 5.7127 6.0298 4.8793 4.8669 5.9232 5.1783 6.7499 5.7451 5.5736 5.6041 6.6508 4.4250 6.2603 5.5641 6.5013 5.7689 5.6089 6.0146 6.2718 6.8775 5.1622 5.0383 5.4498 5.8155 7.0566 7.6995 5.3050 5.3222 4.6783 6.2518 6.0041 6.2213 4.7707 5.2431 6.9570 5.6087 5.8998 5.9391 4.9656 5.5148 6.8062 4.8912 5.5922 5.4497 5.7749 6.0330 6.8114 4.4979 5.7584 4.8159 5.7925 4.7436 5.1421 5.0275 5.9122 5.2753 4.8551 5.5519 5.5499 6.3283 6.0247 4.6641 5.9442 5.0533 5.7904 4.6837 5.9040 7.2233 4.9366 4.8107 5.3186 4.9707 5.8018 4.9274 5.5757 5.7718 5.2763 5.7646 6.5709 5.6965 5.8307 5.8369 5.0017 6.0774 6.2219 5.9401 5.7956 5.3991 4.9945 4.6455 5.7501 6.1848 4.8850 6.1589 5.5561 5.4043 6.2735 5.2453 6.5709 6.5223 5.6118 6.7216 4.9841 5.1576 5.9339 5.6996 5.1545 5.7254 6.0691 5.4384 6.3293 5.6345 6.0753 6.5399 5.5457 4.7766 5.0492 5.4239 6.2787 6.1486 5.8193 4.8386 6.0960 4.8768 5.6335 4.9841 5.4962 5.5963 5.0512 5.0574 5.2443 5.0739 6.6792 6.0743 6.1951 6.5182 5.8400 5.9938 7.0230 5.4384 4.0664 5.0285 5.7243 5.9834 5.8689 5.6273 5.6727 7.0984 5.8049 5.6242 5.3300 6.5358 5.7192 6.4996 5.5953 6.4821 7.0457 4.8912 6.2477 6.3035 6.0371 5.2247 7.2522 5.8162 5.8482 5.6087 6.7856 5.6479 5.0729 5.6345 6.1435 5.0884 5.4291 5.3093 5.3960 5.6655 4.8737 5.2319 6.0960 5.4539 5.8709 5.5488 5.9029 5.2794 6.2312 4.8768 5.7987 6.5863 5.6056 8.0832 5.4373 5.4704 6.4800 6.1837 6.0918 5.6469 6.4160 4.8912 4.8221 5.5086 5.5447 5.6965 5.4404 5.8709 4.9996 6.1435 6.8671 6.9322 7.2305 5.9287 5.4291 5.8833 7.5743 8.2722 5.0905 6.5296 4.5887 3.8692 5.5757 6.6441 5.5189 7.0592 5.5117 5.1101 5.1731 6.4790 5.2938 5.9896 4.9625 4.4091 7.6662 5.2856 5.1214 4.7364 5.4890 4.8148 5.8751 4.3616 6.3190 6.8362 5.7656 5.2536 5.9360 5.2907 5.9009 4.7622 5.4218 5.7047 7.0106 5.5375 5.3568 5.4249 6.2044 4.7353 6.7773 6.4274 5.6861 6.9900 6.7835 5.7501 4.8355 5.6252 5.4239 5.5003 5.0543 5.7161 5.2113 5.0915 7.4494 5.8802 6.4676 7.6022 8.3558 5.3640 5.6324 5.5457 5.2133 5.4859 6.4831 8.6789 6.5058 5.5973 6.7866 6.1414 5.1617 5.7646 5.8038 5.9587 4.8685 5.4280 5.3692 5.1039 5.6128 5.9411 5.6614 5.9174 5.3506 5.8049 5.4188 7.4979 4.8964 5.6645 7.4463 5.9752 6.7649 6.2901 5.4931 6.8909 6.1641 5.1534 5.4301 5.1452 5.3227 5.3950 6.6514 7.6992 5.3516 6.0392 5.9721 6.2064 7.7395 5.5189 6.4614 5.5943 5.4518 5.9380 5.5168 6.4015 5.0265 5.8503 5.0987 5.8658 6.0578 4.9800 6.4810 5.3723 7.9511 6.3964 6.8104 5.6407 6.3272 5.2711 6.2983 5.7316 5.2587 6.9126 4.9965 6.2147 6.6431 5.7759 6.6152 5.0574 4.7766 5.4053 5.3568 5.1813 6.6792 5.7863 6.5585 5.2732 5.7357 5.7057 5.9927 5.5354 6.3386 5.3950 5.9545 6.5378 7.8716 6.9260 6.2209 6.0423 5.0409 5.9535 5.5179 5.4425 4.9305 5.1947 5.7460 5.2298 6.1817 6.2436 6.2033 5.9194 6.2890 5.8689 4.7343 5.0595 5.2753 5.8482 5.5468 7.9191 5.3806 5.6283 5.1121 6.4057 7.0354 5.9545 5.7419 5.8678 5.2381 6.0733 5.6128 5.2092 6.0640 6.0216 6.2498 4.9057 4.4473 6.2168 5.2402 4.4556 7.9336 5.5416 6.9157 7.5929 5.3496 6.6586 6.4790 5.4766 5.4869 5.1472 6.0475 6.0413 5.4683 5.8864 6.1094 5.3227 4.9470 5.6634 4.7704 5.3176 5.7233 5.0450 5.0801 5.5509 7.5155 5.6438 4.7777 5.1462 4.6146 6.2673 5.6004 6.5368 5.7285 5.6015 5.6386 5.0894 5.2288 5.7367 5.5375 5.4652 5.4373 6.0454 6.0237 5.6686 5.7956 5.2340 5.7543 6.6060 5.7821 5.9514 4.9098 5.5478 5.7254 5.9009 4.9325 5.2598 5.1318 5.7212 6.6235 5.4838 5.7615 5.2814 5.4311 5.7243 4.6300 4.8303 4.8603 4.9728 6.1362 5.2670 6.2591 5.3269 6.2993 4.5299 5.5437 8.3868 5.6903 5.8307 4.7777 5.6149 6.5192 6.6421 5.3155 4.8592 5.0409 4.7673 6.9115 7.5289 5.1999 6.0454 5.9329 4.7570 5.9917 4.8427 6.0650 4.9480 5.3372 5.3516 6.0640 6.0939 4.9263 4.7622 5.8565 5.3486 6.3530 5.4776 5.7749 6.6411 4.9945 6.9219 5.4900 4.7735 5.2866 6.0124 5.5602 5.4363 4.9170 6.5440 5.2082 5.0471 5.1390 5.5592 5.9040 10.7490 7.4184 5.1854 5.7243 5.5437 4.7446 6.0402 5.5271 5.1782 5.2061 5.2918 6.9435 5.5416 4.8458 4.7519 5.0347 5.4208 4.8850 5.1989 6.7949 4.7188 5.8627 5.1132 6.0330 6.6380 6.0330 5.4714 4.4731 5.6087 6.0629 5.2825 6.4470 5.4012 4.9470 5.5788 5.3042 5.6170 5.4993 5.3547 4.8045 5.4704 5.0956 5.4600 5.8237 4.2575 5.6699 5.1103 5.6048 6.1665 4.2162 5.3571 7.8668 5.1299 5.5718 5.9961 4.7624 5.9455 5.0205 6.0199 4.5828 7.6800 5.9125 4.1522 5.0628 5.1206 5.7865 5.2383 5.1371 5.9238 5.2538 6.5939 5.0040 5.6802 5.2714 5.1919 5.6513 5.5739 5.0587 5.1784 5.1650 5.4902 4.8522 5.3199 5.3044 5.4562 6.2759 5.0866 6.1995 5.9920 5.3798 5.0649 5.4603 5.0556 4.5033 4.0872 6.1283 6.1654 4.6550 5.2796 6.6558 7.0151 4.9224 6.0839 4.5600 5.5243 5.0669 5.0380 5.4634 5.3777 5.8887 5.7390 4.3019 5.9982 5.3911 6.6713 5.2868 5.9734 3.6546 8.0392 5.2621 4.6664 5.5016 4.5900 5.6657 4.5838 6.2656 6.4865 6.7539 4.4764 4.8718 4.1822 4.2710 4.6571 4.9338 4.4207 6.0085 4.2132 4.9049 5.4334 5.0752 5.0267 6.1726 6.1210 4.8388 4.0160 5.9589 4.2452 4.9296 4.7294 4.4403 5.7236 4.2193 5.88410
DPM1 12.2580 12.8160 12.7220 12.9750 12.5100 12.2510 13.2410 13.0880 12.4680 12.7430 12.6220 12.4200 13.1130 12.5510 13.6830 13.3890 12.6320 12.7200 11.9500 14.6470 12.1190 13.2860 12.4690 13.5980 12.4700 12.6610 13.7830 12.8110 12.7600 13.1550 12.8730 12.8640 13.0790 12.6920 13.1000 12.4800 12.9640 12.2910 12.0860 12.9590 11.6340 12.3470 11.8070 12.5570 12.4650 11.6260 13.9020 12.2310 12.4510 13.5670 12.3920 12.0980 13.3310 13.7710 12.9090 12.8360 13.6220 12.5050 13.7380 12.9950 12.4020 13.9050 12.2600 12.8620 12.7170 14.1800 12.6530 12.7150 13.0000 12.7470 12.3300 12.7700 13.4490 12.2770 12.6360 12.0950 12.1110 13.1380 13.2730 14.3070 13.0200 12.2040 12.2650 12.2200 12.8430 12.0220 12.3010 12.4390 13.7420 12.5110 12.3310 12.6820 14.6380 12.4500 13.0390 12.9480 12.5080 12.9480 12.5550 12.6370 13.2920 13.3230 13.3460 13.4290 12.2620 13.0980 13.5910 13.3470 13.0990 12.5840 13.0120 12.6920 13.6540 13.5880 12.3950 12.2360 12.7680 12.4060 11.8890 12.7600 13.0640 12.8630 13.7050 13.4460 14.4310 12.7920 13.4650 12.4000 12.6850 12.9660 12.7540 13.4830 12.8430 13.0630 11.9360 12.3580 12.8380 13.1680 14.1120 13.7650 13.0140 12.6670 12.5790 12.9020 13.4780 13.2230 12.0950 12.7730 13.4700 13.3160 12.4690 12.3210 12.6720 12.1070 13.9110 13.2100 11.7510 12.6800 12.2920 12.6090 13.4330 13.5410 13.0840 12.9860 12.4440 13.2170 12.0470 12.8930 12.2210 12.9380 12.1020 12.2380 12.6140 12.2820 13.2240 13.1480 12.7590 13.8930 13.2830 12.5410 12.6500 13.3050 12.9170 12.8940 13.3510 12.4400 12.2030 13.0520 12.4440 13.4650 12.3150 12.7750 13.2740 11.8200 12.8050 12.6370 12.1280 13.8160 12.3010 12.9750 12.9800 12.4990 13.1440 12.7970 12.2830 13.3730 12.0080 12.9540 12.6220 13.5090 12.4670 12.6170 12.5270 13.0210 12.7990 13.0570 13.1570 12.7300 12.0760 13.5070 14.4750 12.1150 12.3410 12.9210 13.4150 12.0360 13.4810 13.0650 12.3840 13.5770 13.4530 13.2940 12.3220 12.2080 12.9480 13.6830 13.0260 12.7190 12.5380 12.7400 13.9950 13.1910 12.0630 13.0170 12.3770 12.3280 12.2400 14.5130 13.4780 13.4890 12.7990 12.8640 12.7730 12.0130 13.4710 12.5610 13.3360 13.8670 13.2070 12.5400 12.3470 12.6210 13.1080 11.6110 12.0330 13.3960 12.5940 13.8950 12.7570 13.2360 12.6310 13.0800 12.4080 12.6190 12.9340 12.3430 12.6850 12.8720 12.2500 12.4880 13.4880 11.8420 12.6610 14.3620 12.7440 11.9080 12.0780 13.2480 13.2260 13.6920 12.6270 12.9770 12.4610 11.5310 13.5290 13.0120 11.7760 12.6740 13.1570 12.4710 13.7610 12.5130 12.4960 12.6140 13.0180 13.6790 12.8940 12.4890 13.7120 12.7520 12.9330 13.0980 12.8270 12.8120 13.1920 12.8100 12.1270 13.2080 12.3300 12.2830 12.4420 12.8820 12.5730 13.2960 11.4670 12.3060 12.2790 13.0510 12.3640 11.9140 13.8160 13.3580 12.2740 12.3690 12.8940 13.9950 12.6790 12.6430 13.3150 13.0360 13.3640 12.1790 12.9240 13.4190 13.8490 12.0730 12.1240 13.4820 11.8530 13.8310 13.9040 12.4420 13.1770 13.0770 12.4100 13.0810 14.0910 14.0710 12.5270 12.7500 12.5850 12.4850 13.0170 12.5520 13.7210 13.9750 12.8720 13.6620 12.2100 13.4890 12.4890 12.2390 12.3670 12.3390 12.3980 12.6440 12.3490 11.9540 13.3050 13.5380 13.6300 12.8160 13.1660 12.6380 12.6660 13.1830 13.9180 12.9860 12.9660 12.7170 12.3740 13.1700 13.4840 12.2090 12.8870 12.9870 12.4060 12.4290 13.4960 12.4510 13.2590 12.2770 12.7540 12.7260 13.1950 12.6650 13.0820 12.5390 13.3160 13.0400 13.0850 12.1240 13.6180 13.5090 13.6010 14.0170 13.4580 13.0520 12.5060 12.9950 12.9550 12.5910 12.6240 12.0700 12.6020 12.8470 12.6500 14.2470 12.6390 12.8540 12.3200 13.2080 13.2090 12.8770 14.9030 12.6480 12.9200 12.3450 12.2290 13.1020 12.7080 12.8170 13.4390 13.6430 13.0080 12.7860 12.7560 13.2350 12.7080 12.0620 13.2770 12.9920 12.3650 12.3200 12.4360 12.9770 12.4460 13.6930 12.1310 12.9120 12.9160 12.4100 12.5380 12.6140 13.0010 9.9535 13.7150 13.4050 12.2570 12.0150 13.2210 13.9250 13.0420 12.4890 12.7950 12.4010 12.3760 11.9440 11.9510 12.4300 13.6490 12.5390 12.7990 12.9840 13.2540 12.3250 13.3890 13.2900 12.0570 12.4440 12.2230 13.0070 13.1490 13.0550 12.7680 13.6220 13.5320 12.5580 12.8100 13.3400 12.4000 13.1670 13.7330 13.4660 13.1110 12.7450 13.4140 12.2510 12.9710 12.6120 12.8750 12.5640 12.6060 12.6270 12.0770 12.9830 12.5720 13.1050 13.7550 12.5010 12.7580 12.2580 14.3780 13.4760 13.3280 12.5740 12.5850 12.7630 13.6500 12.4260 12.7140 12.8200 12.4560 12.8040 12.9690 13.3370 11.9880 12.8280 12.3050 12.7240 13.0550 13.0950 13.0210 13.7080 12.7240 13.3990 12.7610 13.1830 12.9540 13.0040 12.5890 12.6470 13.9290 12.9100 12.7960 12.5070 12.4940 12.3670 13.2650 12.4920 12.1810 11.7000 13.0030 12.8470 11.8760 12.4850 12.6490 12.9030 13.5180 12.7840 12.7740 12.8780 13.0470 13.3210 12.4160 12.7720 12.9700 12.0090 12.2800 12.6840 13.5740 12.9600 13.2010 13.5680 12.8980 13.1420 11.9290 12.0980 13.5490 12.6100 13.0210 13.2120 13.3580 12.5490 13.1170 12.3410 12.5570 12.1660 12.8300 11.7820 12.7530 12.8290 12.8280 12.1540 12.3930 12.5620 13.0830 12.6770 13.8070 13.9190 12.4710 12.2130 12.7950 13.1940 12.9630 13.0210 12.7290 12.4520 12.6300 13.2830 11.7360 13.9080 13.0790 12.4960 13.0400 12.9690 12.0870 12.4100 12.6170 13.3120 12.2010 13.1150 12.5320 12.8530 12.5530 12.9480 12.6880 13.4460 13.7520 13.0010 13.5340 11.9480 12.6080 12.7020 12.5350 12.6770 12.3690 12.2650 12.5770 12.8270 12.5390 12.1740 14.1990 12.9930 12.2740 12.5800 12.6700 11.8380 12.4150 12.1400 13.2570 13.7960 11.9530 12.2960 12.5070 12.9040 13.6510 12.6530 13.4010 12.5110 13.2420 12.4590 12.8580 12.4800 13.8760 12.6050 12.5470 13.5110 12.4310 12.8950 13.8960 12.0910 14.2380 13.1760 12.1270 12.8560 12.4390 12.2180 12.3370 11.9900 13.1080 13.0400 12.7630 12.6460 12.5310 12.6740 12.4200 13.2670 12.2820 12.2420 12.1000 13.7260 12.9970 12.6340 13.3520 13.0130 15.2450 13.4220 11.9060 12.7820 11.8350 12.8940 12.6100 13.2230 12.4010 13.7640 13.7900 12.1280 12.6150 13.2160 13.3860 14.3990 12.0550 13.8990 13.5850 13.2190 13.4300 12.5510 12.0460 12.8830 12.9540 13.0980 12.4710 12.7570 12.9560 14.1500 13.4810 13.0170 12.0580 13.0600 13.0010 11.8330 12.2940 12.7140 12.7930 13.6630 13.1960 12.2980 12.9990 12.3910 12.2210 13.4810 12.1950 12.7970 12.5990 12.1090 12.5860 12.1860 12.9510 11.8000 12.9730 12.1340 12.9140 11.8150 13.2790 13.2290 13.1480 12.6810 12.2890 12.4400 11.9510 12.8910 11.7230 12.0770 13.4920 12.7410 13.5520 12.4390 12.4590 12.3910 13.4180 13.7240 12.3730 13.8110 13.2030 12.1550 12.2590 12.7570 13.2190 13.0360 14.4760 13.0650 12.7350 13.3780 13.0690 12.1530 12.6920 12.1200 12.8570 13.1760 11.6360 14.1570 14.4070 13.0020 12.7390 12.2370 12.1710 11.8170 12.5780 13.5360 13.0340 13.4050 11.9690 12.2320 12.5880 12.1100 12.8590 12.4730 13.5870 12.9810 12.1730 12.1220 12.0730 12.2560 11.9250 13.8840 12.8820 12.9760 12.5040 12.4600 12.6780 13.0500 12.4190 12.4270 12.5220 12.5140 13.3460 13.0710 13.8820 12.9800 12.4000 12.4190 12.7290 12.4540 11.7010 13.7250 13.1190 13.6990 13.5140 13.0760 13.0290 11.7570 12.6280 11.8740 12.6710 13.9050 12.6210 12.2800 13.5320 12.4540 11.5610 12.5090 12.4480 12.2330 13.6200 12.0440 13.6470 13.6620 12.1210 12.0460 13.2980 14.3260 13.3560 13.3790 12.6460 12.9410 12.8910 11.8190 12.4453 13.0688 13.6361 12.0348 9.0392 12.2096 13.5886 11.8846 12.7722 12.7086 13.0032 11.8608 12.3655 13.8005 12.1469 12.7200 11.7535 13.5705 12.3446 11.9910 12.4738 14.4430 13.4061 12.0481 12.7950 13.1543 14.0695 12.4824 12.3123 12.4510 13.5696 12.6686 13.5610 12.6734 12.9091 12.1155 12.3759 12.4852 12.0253 13.5924 12.4368 9.0877 12.4833 13.1999 12.6848 12.6820 14.6663 12.2125 13.4907 11.7658 12.6924 12.6021 12.3854 11.9093 12.4710 12.6677 12.3693 12.8701 12.2590 12.0490 13.5468 12.7266 13.6209 12.0994 13.6637 11.7734 12.2324 14.2016 13.6295 12.1469 11.9502 11.8903 13.6580 12.9728 12.0186 13.2313 14.7984 12.5898 12.9005 12.9965 13.0764 13.9925 12.2020 12.7352 12.3740 12.1136 12.6544 12.7200 12.5023 12.3626 12.1488 13.3482 12.0918 12.6772 12.7057 12.9338 12.4178 11.8000 13.6076 14.0771 13.0507 12.4510 12.3018 12.4311 13.1799 12.2476 12.1193 11.8960 12.86150
SCYL3 9.9888 9.1309 8.7602 8.7112 9.0070 9.1536 9.4303 8.9822 9.1918 9.6543 10.0240 9.0751 9.5598 8.9032 9.8458 9.1004 9.6791 8.7184 8.5140 9.0307 9.9165 9.8148 10.2560 9.0963 8.8500 9.5748 10.0600 8.6079 9.9578 9.3998 9.6099 9.3595 8.2935 9.5397 9.2986 9.3931 9.0586 8.6131 9.0797 9.8727 9.0890 8.5997 8.6833 10.5170 10.1990 9.5836 9.5748 7.9998 9.5067 9.7653 8.9574 9.6161 8.7452 9.2558 9.2516 9.2300 9.8732 9.2831 9.5665 8.7958 9.2387 10.0800 8.8252 9.3358 10.4580 9.3859 9.0452 9.3410 9.0524 8.6828 10.6660 8.6399 11.1620 9.5887 9.1396 9.6502 8.6322 8.6028 9.2677 9.1004 8.4087 9.2109 10.3120 9.7689 9.3895 8.6311 9.4845 9.3482 8.7716 9.7756 9.7839 9.9837 8.6260 9.1882 9.0674 10.0710 10.1420 9.2919 8.9109 9.9573 9.4437 9.3089 8.4892 9.2315 8.9497 9.5634 9.1654 8.1815 10.1530 8.8918 10.2160 9.4168 9.2207 9.2212 8.7659 10.2660 8.6363 9.3513 10.7860 8.9202 9.5371 8.6936 8.7819 9.4256 9.1510 8.5253 9.0018 8.7648 9.0849 8.0602 9.2377 9.7575 9.1081 9.4385 8.6575 8.6441 8.0958 8.8185 10.4090 9.2067 9.8112 9.7281 9.2769 9.0890 9.7297 8.9842 8.8913 9.3508 9.7550 8.7365 9.4679 8.0241 9.1200 9.2253 9.1081 9.2227 8.9801 8.6998 8.3911 8.8092 7.8496 9.6920 8.7380 9.5335 8.2832 8.9651 9.7338 9.1536 9.1546 8.8789 9.0643 8.7762 10.2240 9.1701 9.6089 9.6956 9.3332 9.0674 9.6930 9.8185 8.9476 8.6946 9.1087 9.5268 8.8382 7.6132 8.4009 8.4298 8.7158 9.4783 8.7483 9.2935 8.6601 8.8903 9.2769 9.8040 9.7787 9.7384 9.4127 9.1923 8.9311 9.3621 10.1840 8.8206 10.1840 9.3229 9.2439 8.8418 8.2889 9.5748 8.9047 9.3250 9.3203 9.0957 8.7266 8.5940 8.3111 8.8191 9.2114 8.5971 8.8454 9.5129 9.4783 8.8397 8.9466 8.7070 8.8201 9.7890 8.3028 9.7183 9.1298 10.1300 8.5733 9.3693 8.9218 8.3271 9.1587 9.5929 9.5165 8.4716 9.8556 9.6595 8.2713 9.9950 9.0059 9.2336 8.9884 9.2682 9.3601 8.9429 8.9951 8.1242 8.8438 9.2093 9.8851 9.5428 9.4834 9.0927 9.5960 9.2547 8.7870 9.5299 8.5883 9.4478 9.3456 9.7777 9.6522 9.1887 10.5470 9.3900 8.0726 9.0452 8.9244 8.7731 9.7224 9.9919 8.9559 9.8190 10.0910 8.7525 9.7612 9.5820 9.2248 9.4576 9.4106 9.4008 9.1995 9.6595 10.3270 9.2707 8.7747 8.9104 8.6074 9.1293 9.1345 9.1515 9.2052 9.2439 8.9471 10.1060 8.6296 9.9795 9.6073 9.7049 9.2733 9.8071 9.7188 9.2279 8.9042 9.1825 9.0297 8.8118 8.6270 10.4340 8.3947 9.0338 9.4659 8.7540 9.1871 8.7530 10.3940 9.0415 9.1892 9.3327 8.9249 9.0658 9.2207 9.0674 9.6698 8.7881 9.1773 9.1257 9.2976 8.9143 7.9755 9.8433 8.9172 8.9359 8.9458 9.8206 9.3016 9.5631 8.4887 9.5238 9.3183 9.5130 9.0480 9.0775 8.7423 9.2839 8.8170 8.8563 9.2898 9.8501 9.1168 9.5788 9.0598 9.4314 8.9615 9.6349 8.9802 8.8593 9.0047 9.5464 8.7904 9.6830 8.8386 9.7322 9.3075 9.4903 10.1620 8.6361 8.6971 9.2190 9.2721 8.8838 8.8140 9.5316 8.9428 9.2878 9.9583 9.2928 9.3458 8.9576 9.0863 9.5749 9.3340 9.1001 8.7668 9.9386 9.1207 9.5051 9.1306 9.5592 9.3567 9.5385 10.1400 8.6312 9.9455 9.1011 9.3154 9.2220 8.8651 9.0401 10.0790 9.0539 9.7833 9.7656 9.3793 8.7570 11.1860 9.7086 9.8590 9.9681 9.1463 9.8629 9.7626 9.3911 9.1620 8.7973 8.9693 9.7744 8.5388 8.7462 10.4580 9.2613 9.3930 9.6673 8.5417 10.0440 9.3783 8.6548 9.0136 9.2063 9.7391 9.1325 9.9003 9.4825 9.1414 9.1522 8.8927 9.2652 9.1876 9.9622 9.7253 9.3999 9.6014 10.2840 8.5299 9.2937 9.3763 9.6457 8.7521 8.9025 8.7963 10.0620 9.6093 8.8907 9.3537 9.2878 8.5830 9.8000 8.7639 8.6843 9.1532 8.5624 9.7744 9.1030 9.3399 8.1928 8.5083 9.5218 8.9330 9.2888 8.4552 9.8118 8.4906 9.2259 9.1925 9.0962 9.4569 9.4127 10.5630 8.7187 9.6260 8.4238 9.2092 9.6398 8.8327 8.3147 8.8209 9.3989 9.6801 9.3793 9.4756 8.9988 8.5673 8.9969 10.0320 9.8482 9.9229 9.2908 8.9507 9.0893 8.9929 9.1355 9.3999 8.5014 9.9180 9.8374 9.4402 9.1011 9.2318 9.0883 9.2456 8.2773 8.5162 8.5742 8.5211 9.0549 9.1315 8.6990 8.8710 8.9389 8.3933 8.2036 9.7646 9.3134 8.4719 9.4422 9.5238 9.4117 8.5791 8.9438 9.5483 9.2731 8.2252 8.4198 8.9920 9.1384 9.8659 8.9074 9.1168 8.8917 8.9222 9.6417 9.5857 9.0667 8.7108 9.3911 10.1380 10.2460 9.1945 8.9733 9.0450 9.0775 9.1207 10.1620 8.9517 9.0971 8.4798 8.6813 8.3835 8.2242 8.1328 9.1935 8.6892 10.2660 10.5010 9.4530 9.3793 9.7499 9.6054 9.2249 8.8229 9.2122 9.5926 9.0578 8.9949 8.6676 8.7364 9.7833 8.9988 9.5523 9.4412 9.9494 8.7668 8.8976 9.4589 8.9251 9.2819 9.0087 9.3576 9.1443 9.4441 8.6282 8.5467 8.9723 8.5476 8.9743 9.4658 9.5238 9.5474 10.0170 9.3616 8.7226 9.5641 9.9533 8.8229 9.6319 9.0696 9.7666 9.3154 8.7364 8.7334 9.4618 8.6096 8.7875 9.2711 8.4896 8.9418 10.2550 10.4060 10.8110 8.4071 9.4559 8.7069 10.2090 8.2930 8.8189 9.0804 9.0844 9.0195 10.6190 8.6066 9.4215 9.9406 8.8828 9.2702 9.9799 9.6142 8.2301 8.8946 9.8973 9.5847 8.4533 9.1777 10.2480 9.6142 9.0362 9.0332 8.9349 9.1728 8.9389 8.6990 10.1590 8.2675 8.8760 9.2407 9.2240 9.0057 9.5769 8.7030 9.0991 8.6204 9.4845 8.9035 8.9998 8.9222 9.5041 8.7600 8.9330 9.3085 8.8484 8.8140 9.3006 10.2560 9.3783 8.2478 9.2151 9.1748 9.6378 7.9539 8.5693 9.7862 9.7597 9.1217 9.0205 9.4903 8.5014 8.7334 8.4601 9.2004 8.3963 9.5749 9.9357 9.7273 9.7046 9.2810 9.4196 8.9182 9.2053 9.1266 9.5985 9.0912 9.1355 8.6784 8.6499 8.4425 9.6054 8.7993 9.5975 8.2488 9.4972 8.9861 9.4835 9.5592 8.8003 8.6450 9.7931 9.5749 10.2400 8.4680 11.9280 9.2063 9.3793 10.2690 8.9929 8.7492 8.7895 9.1129 9.3812 8.8701 9.6309 9.3370 8.4366 9.3527 8.6066 9.2220 8.9045 9.9946 9.2878 8.7403 7.9401 9.1207 8.8209 9.7980 10.0020 9.2790 9.0686 10.2620 9.0883 8.7285 8.4316 9.1807 9.6614 9.9819 8.7206 10.1160 9.4628 9.4333 8.8838 9.4363 9.9062 10.4180 9.0362 8.1466 9.3753 8.9025 9.8315 10.2930 8.3786 9.1374 9.6152 9.6634 9.5031 8.5417 9.9760 8.2852 10.4100 9.6929 9.2279 8.7354 9.6840 9.0735 9.9809 8.7786 8.6056 11.3480 9.0273 8.6803 10.3650 8.6125 9.9484 8.9723 8.8298 9.1571 9.7725 9.2475 9.1256 9.2475 9.0637 8.9458 9.3016 8.5073 8.8327 9.2397 8.7895 8.9782 9.3282 8.9880 10.2640 8.9635 8.3923 9.2072 8.9055 9.9504 8.4611 9.5012 9.6162 9.7410 8.5958 8.9782 9.5749 8.6145 9.1158 9.2564 9.3881 10.1480 9.6221 8.7944 9.2977 8.9153 8.9222 9.8541 9.4559 9.5159 9.1129 9.6771 8.5840 9.5995 9.9416 9.1994 9.2230 10.2580 9.1443 10.5020 9.2574 9.5936 9.8845 8.4454 8.8130 9.0991 9.8816 8.5712 9.1443 10.6420 8.6774 10.1240 9.6044 8.3333 8.9556 8.8917 9.8570 9.6732 9.5887 9.6260 9.5405 8.9920 9.1227 9.9101 9.0283 8.6341 8.7462 8.9595 9.1561 9.4500 8.6577 9.4884 9.5090 9.9386 9.7380 8.1574 9.0352 10.4979 9.3016 9.3360 9.2210 9.3055 9.6633 9.1915 9.6574 10.2305 9.5552 9.7695 8.6046 8.1652 9.6270 8.7432 8.7944 9.1355 9.1443 9.5306 8.8917 9.3104 8.6980 8.3992 8.7491 8.9919 8.9231 9.5945 8.7393 8.9703 8.8917 9.4117 9.3242 9.4087 9.7970 9.0902 9.0549 9.3045 8.9674 8.8779 9.9366 8.9251 8.7796 10.3406 9.6859 8.9772 9.6604 8.8710 8.9546 10.1077 8.5014 9.0735 9.3419 9.6594 10.2315 8.9526 9.2141 10.0546 9.2642 9.9936 9.1591 8.8455 8.6489 9.0155 9.2456 9.6918 8.8386 9.1246 9.4137 8.6371 9.9150 9.4009 10.1558 9.2141 9.3802 9.6211 10.1037 9.3262 9.8275 9.6073 9.8973 9.7803 9.1109 11.5949 8.4503 8.8111 10.3357 9.5493 9.5110 9.9297 8.3894 8.8081 9.5749 8.8917 9.0057 9.6279 9.0784 9.5935 9.2701 9.8943 9.8000 9.0666 8.8877 10.32900
C1orf112 9.2978 8.5738 8.7915 9.1821 9.3634 8.7342 10.3220 8.5519 8.8915 9.0009 8.7092 9.3957 9.3717 9.2186 10.1070 8.4748 9.1571 8.7675 8.0634 9.3009 9.1832 10.4880 10.2870 10.2980 9.1519 10.7220 10.8870 9.2676 9.5905 9.2634 9.3551 9.1790 9.0655 10.8440 8.6519 9.3394 9.6030 9.5821 9.1530 9.6269 8.5321 8.4144 9.6821 9.3040 9.1665 8.5425 9.3884 9.0092 8.6884 9.5894 8.7478 9.4092 9.3009 9.8019 8.6842 9.4728 8.7092 8.9863 9.2957 9.3874 9.8592 9.3113 8.5144 10.1380 11.0050 8.6707 9.2311 9.2280 9.3186 9.0915 8.7853 9.0384 9.7655 8.8644 10.6480 10.3710 8.9644 9.0967 8.8321 10.6000 8.6030 9.0071 8.8884 8.4311 9.0592 8.3978 9.2905 10.3730 8.5050 8.6769 9.6144 9.0259 8.5540 10.3000 10.1190 9.3051 8.8998 10.3270 8.9634 8.9665 10.0280 10.7180 8.9269 8.9426 9.1967 10.2060 10.5170 8.8905 8.6728 8.6103 8.9363 9.6280 10.6210 8.9415 9.7249 8.7238 8.5217 8.4790 9.8832 8.9551 9.2509 9.1832 9.6269 9.3280 9.4405 8.3561 9.5571 8.7478 9.1728 8.8176 9.1738 10.8950 9.0280 9.5821 10.3810 9.0832 8.1634 8.7155 9.3821 10.0300 9.5832 8.8186 9.7082 9.0248 9.1488 9.7259 9.0457 8.9676 9.0603 10.1060 11.0960 9.0634 9.5311 9.1613 9.3946 11.5030 8.7050 9.7759 9.0384 10.0020 8.4665 9.4738 10.9030 8.8123 9.8405 10.2470 9.6394 9.9582 10.2050 8.5905 9.5530 8.4186 9.1936 9.3634 10.1580 9.4696 9.5655 8.5478 9.5092 10.5210 8.3978 9.3696 8.7821 8.9707 8.3655 9.1540 8.4863 9.9186 10.2170 9.5228 8.8759 8.6373 8.7436 11.2080 10.7120 9.1082 8.4509 11.5410 9.0592 10.0850 10.0560 8.9676 9.1780 9.9801 8.9123 10.2790 10.3360 8.4686 8.1071 10.1840 7.8405 10.6880 9.8863 9.2259 8.5488 9.5488 9.3655 8.3238 9.0551 10.3820 9.2894 8.9978 9.5009 9.5103 8.8092 8.7967 9.7040 9.2186 9.3874 9.1207 10.6150 8.9540 9.6686 9.5769 8.4165 9.7030 8.7915 9.5905 9.9592 10.0940 11.0070 9.2821 8.6384 9.4342 9.6165 8.1571 9.7009 10.3000 9.4009 8.9134 9.7613 9.6738 8.7196 9.0030 9.2790 9.7707 9.6374 8.3759 11.7090 10.3610 8.8176 9.0113 9.2603 9.5759 9.5530 9.7488 10.5950 8.8717 9.0811 10.2780 8.4071 8.8134 8.3821 8.7571 9.0009 8.5905 8.9988 9.6249 9.5592 8.7217 9.2238 11.6510 9.7342 10.3290 8.5415 8.8863 9.6499 10.7040 9.2321 7.9675 10.4440 9.4832 10.0630 8.8342 9.7926 8.8561 10.9310 9.2634 8.8321 8.6790 10.3760 9.1832 9.4957 10.1560 9.2228 9.9915 10.1250 10.0990 8.4186 9.2571 10.0510 9.1676 8.9519 9.5030 9.3238 9.2978 8.8696 8.6332 8.8478 9.4207 10.4000 9.0415 9.5353 9.9832 9.9082 8.2519 8.5290 8.9634 9.4019 8.0977 8.9301 9.3405 8.6978 8.8476 7.9455 9.4650 9.9620 9.7732 8.7879 9.9199 9.6059 8.6636 8.8133 9.2106 10.5760 8.6284 8.4728 10.3480 9.1636 10.2790 10.1990 8.6362 9.6577 9.1607 9.0178 9.1822 9.2742 10.2530 8.6470 9.2575 8.9249 8.8466 9.4386 9.0599 7.7244 8.9229 8.8838 9.5521 9.0061 9.0619 10.5840 8.7938 8.6020 8.0502 8.5766 9.6802 8.4425 9.2791 8.8192 10.1500 8.4249 8.4053 12.0140 9.5863 9.7624 9.8808 9.0041 10.7900 9.3730 9.8642 9.3818 10.3130 9.0668 9.0990 9.1773 9.1783 8.9523 9.5521 10.3600 8.6617 10.1640 8.1813 9.7497 9.8221 10.9560 10.1420 10.8180 9.5501 9.3994 9.7174 11.3300 9.0227 9.1920 8.8613 10.2540 10.6290 9.9738 10.0130 9.0589 9.5442 10.7800 10.5000 9.2986 8.3192 9.0922 9.8788 9.0521 9.3084 9.5100 8.4689 8.4161 10.8810 9.1030 11.3680 11.2610 9.9855 8.7321 8.7977 8.9356 8.5609 8.9533 9.1196 9.0863 10.5900 9.2791 10.5760 9.1284 9.1030 8.3662 9.2429 9.8182 11.4420 9.5765 8.2234 8.7449 9.9072 10.1800 9.9287 8.3202 9.3035 9.4669 9.7839 8.4552 8.2429 8.8936 8.3613 10.7790 8.7184 9.1059 8.1040 8.5462 11.3120 8.3525 10.3960 8.4777 9.1597 8.3505 9.3877 8.7742 9.3231 9.9013 8.8848 8.4269 9.7712 9.6430 9.4933 8.6940 10.0810 9.0266 9.6528 9.0893 8.8466 10.1740 9.0511 9.3319 10.3930 9.3505 10.0200 9.9835 9.1636 9.1284 10.3080 9.7693 9.9395 9.5080 8.3515 10.0990 8.5081 9.6744 9.0795 9.5853 8.5932 9.3290 8.9278 9.3662 8.6509 9.2781 9.8514 9.7213 8.8554 9.5403 8.3222 9.2253 10.1120 8.7351 7.9964 8.4758 9.5022 10.3810 8.3633 9.7203 9.4699 8.7791 8.2547 10.0170 9.8289 8.5521 8.7096 8.9034 9.1411 9.8896 8.6089 10.9990 9.2771 9.0589 8.9356 8.5697 9.3123 10.0910 8.9063 10.0500 9.9786 10.0480 9.0041 8.5198 8.7605 9.8495 9.6949 9.6724 8.5863 9.3789 8.5247 8.9630 9.3026 8.1656 9.3065 8.5678 9.8877 9.7810 9.4914 9.8152 9.0169 10.1260 8.7439 9.3984 8.6548 10.0760 9.2869 8.3858 8.8652 9.2664 9.1851 8.7126 9.7282 9.5266 9.1548 8.8613 8.4484 10.1340 8.5961 8.3867 9.6792 8.2987 9.2390 9.7311 9.1568 8.7282 9.2889 8.7439 9.9053 8.5179 9.5892 9.8622 10.8220 8.5922 8.9444 9.7556 8.4014 8.3241 10.6300 9.3231 9.8348 9.3084 10.1730 9.5530 8.2948 8.5580 8.5854 8.5169 8.8623 8.7859 9.9239 10.0790 8.6646 9.2429 10.6390 9.5638 8.7272 9.6479 9.6205 9.5207 8.8623 9.8603 9.4141 8.7722 9.5873 8.6715 9.5834 9.9718 9.0579 9.9610 8.6030 9.1685 9.0374 9.2566 8.9396 8.4533 9.1059 9.2712 9.0619 8.5824 9.9454 8.6783 9.2575 9.2174 9.9268 9.4483 8.3877 9.0169 9.5697 8.7165 8.7948 8.9650 9.8280 8.3956 9.8495 9.1959 9.0844 9.5569 8.2566 9.0951 8.8192 9.3251 9.3750 9.3378 8.9797 8.8838 9.9659 9.8700 9.3681 9.1930 8.6480 10.0340 9.2918 9.6323 9.8965 8.4014 9.2527 9.6440 8.7703 8.7576 9.5256 8.3280 8.5345 8.5413 11.2560 9.6342 8.3662 8.9435 9.5022 9.8250 10.7570 9.2624 9.7898 9.8974 9.4063 9.5569 10.7790 8.3515 9.1930 8.5139 10.2220 9.6196 10.0520 8.9630 9.5374 10.4410 8.5756 8.9151 10.3100 9.1215 11.7400 8.7713 10.3320 8.3368 11.0730 10.4940 8.8936 9.5980 8.8124 9.6704 10.3350 8.8740 9.4806 10.4180 9.5706 10.7340 8.2116 9.4209 9.9796 9.0296 8.5188 9.1489 8.1059 9.9454 10.5200 9.7947 9.0306 8.7879 9.1450 9.0315 8.2654 8.4562 9.6538 9.2076 8.6372 10.4860 7.8662 10.7540 9.5726 8.5609 8.3711 9.3172 9.2752 10.1170 9.4532 9.1078 10.3730 8.9464 9.5178 9.3026 9.0981 8.7801 9.4434 10.4220 10.4440 10.0040 9.0873 9.3642 10.6020 9.3838 9.7174 9.8104 10.1290 8.9376 9.4043 8.6715 9.0531 9.5080 10.2470 9.6333 9.5775 8.6460 10.7590 8.9718 8.5404 9.5931 9.5824 9.8387 9.8642 9.4748 9.3671 10.0160 9.4806 9.8299 8.3192 9.7321 8.2282 8.8867 9.8730 10.5270 9.8113 8.0149 8.7106 9.0462 8.2302 9.2791 8.4132 9.1372 9.9082 8.6499 8.6010 9.3613 9.9415 9.1460 10.8510 10.1220 9.9013 10.4530 9.7536 8.7497 9.0589 10.9770 8.9239 10.3250 10.4840 8.9415 9.3407 9.6176 9.6978 10.2840 9.1049 10.4870 9.8299 8.9983 9.4160 9.6313 8.4719 9.2487 9.3280 9.0374 10.2320 8.3877 9.2644 8.8261 10.7090 9.8231 9.4072 9.9415 9.9336 8.9513 9.8015 9.9239 9.7057 9.8867 9.0188 9.6636 10.1020 8.7722 8.9200 11.3860 8.9650 9.2155 10.3240 9.1303 8.9347 8.8221 7.8614 10.3514 10.3025 8.9396 9.3094 7.6471 9.2312 11.3592 8.2616 9.2507 8.9562 9.1803 8.8457 9.6000 9.2194 8.8780 10.2135 9.2703 9.5785 7.7861 8.3927 9.6783 8.4073 9.7439 9.0639 9.5775 9.3544 9.2635 8.5238 9.7086 8.8085 9.7380 9.7595 8.8652 8.9328 7.6119 9.7302 9.2752 8.9308 8.8124 11.8905 9.1363 8.6294 8.7596 8.7126 9.5237 9.4953 8.4377 8.3242 10.1910 8.5179 9.3642 9.3691 8.4299 8.5042 9.1734 9.7947 9.3995 9.1010 9.8172 9.8417 9.6626 8.2195 10.2869 9.1891 9.6969 9.2586 8.5052 10.0393 9.1705 9.6216 8.1148 9.7145 10.8455 9.5687 9.4924 9.2478 10.1421 9.6529 8.8222 9.5266 8.7410 9.3975 9.0619 9.0140 9.6372 8.5854 10.8318 8.6568 12.1429 9.7067 9.0609 9.2860 9.0619 9.0854 8.6793 8.8985 8.7879 9.5296 8.5786 9.9151 10.7663 9.1040 8.7850 9.5374 9.3662 8.0698 9.1069 8.5815 10.63100
FGR 7.5326 8.0202 8.0026 8.5236 9.4199 10.9400 9.6857 9.0358 9.6069 9.2721 9.4824 8.6305 9.4001 10.2890 8.2569 8.2340 8.0743 10.0870 8.9420 9.2602 8.6353 9.1871 9.4652 8.5363 7.9555 10.6620 8.9812 9.2474 10.0090 8.9711 9.1158 10.6220 8.6503 9.4221 8.4012 9.4714 9.5026 9.8419 9.9004 8.5218 8.7277 9.5251 9.4459 9.2069 9.6786 9.3262 8.9900 9.1656 9.3887 8.8892 8.4919 9.6879 8.7264 9.8027 10.0770 8.3572 8.4958 8.0941 8.1526 10.5220 10.4680 9.3121 9.4349 9.0837 10.4380 8.2442 8.8844 7.5696 8.6705 8.7357 8.5597 9.9361 7.6162 8.0813 9.3161 8.3924 8.9508 8.9020 8.0114 9.2197 9.5418 9.9589 8.9570 9.6830 8.4395 9.9220 8.4668 9.4274 8.7308 8.9645 9.0036 7.8596 7.8913 9.1594 9.7724 9.0824 9.2069 8.9310 9.0067 9.2408 8.1284 7.8820 9.8978 9.2017 8.8835 10.2510 8.9218 9.3513 8.4677 9.8203 8.0329 9.6716 9.1722 8.7612 10.8960 9.6038 7.7091 8.9319 8.5064 9.0177 8.8074 9.3394 9.0925 10.3060 8.4923 9.3539 8.1641 8.9491 9.5713 9.0529 9.2721 9.3816 8.9887 8.0910 8.7612 9.7706 8.3269 8.1557 8.3242 6.9650 9.2707 9.1339 9.3812 9.1260 7.9581 9.0864 10.7430 10.3880 8.2750 8.7440 9.1079 10.0580 8.4866 9.0318 7.6488 8.6758 9.7442 10.0450 9.4173 9.3420 9.1823 7.9295 9.0327 8.3000 8.6481 9.4573 9.2989 8.6345 9.3513 8.2926 9.5326 9.6760 8.6811 8.8179 8.1707 7.8706 8.5689 8.1438 9.8881 10.2150 9.2100 9.1858 8.7748 7.9639 8.2706 12.1850 8.4193 8.6626 9.3627 9.5814 8.9174 8.8426 8.6661 9.3869 9.2030 8.8298 8.8615 8.2600 7.5920 9.1656 9.6866 9.2078 8.3630 8.2820 9.0798 9.4027 9.3240 9.7710 7.9969 7.9366 10.4240 9.5836 8.5685 8.6609 8.6763 10.2850 8.8862 9.2641 10.1350 7.6233 7.8547 9.3579 9.2505 9.4560 9.2223 9.8907 9.3997 8.9566 9.0226 8.8866 8.3137 8.7656 11.0700 7.7280 9.4815 7.8274 9.9585 9.6729 9.9075 9.2065 8.5839 9.3130 9.4789 8.9341 8.4875 9.3007 8.5306 8.5579 9.0767 9.3222 10.3070 11.0550 8.3911 9.1079 8.6626 8.5090 9.4635 9.5554 9.6848 9.4560 9.5493 8.7031 8.9504 8.6626 8.1095 7.8556 10.2860 9.2487 8.8510 9.4085 10.0100 9.8463 9.0252 9.1541 9.2483 9.2527 9.3394 8.8135 6.8919 9.3983 8.9526 9.6993 9.5735 9.1775 8.8228 8.8452 9.4586 8.7233 7.8213 8.7295 8.6186 9.8661 9.1343 9.5515 9.3108 8.0910 9.0472 8.4373 9.2122 9.0019 8.5729 8.1531 7.5265 9.1929 8.6815 9.2052 8.2046 10.3950 7.8288 9.1198 9.7231 10.1230 9.3319 9.3293 8.8822 9.6676 9.5229 8.9887 10.9740 9.8406 7.1243 7.9331 10.0980 10.4000 9.8049 9.3521 9.1172 8.9222 9.1475 11.1270 9.0872 7.6114 8.1293 8.9800 7.5842 7.6298 10.2610 9.8453 8.8959 7.8831 8.6150 9.2100 8.9138 9.1438 9.4516 9.8381 9.5661 8.3054 9.3648 10.2790 9.3174 10.3850 9.2628 9.8381 8.5434 8.3609 7.5896 9.4274 8.8995 8.5210 9.1626 9.2019 9.0973 8.3466 8.3304 8.6660 10.4410 9.6851 9.5160 8.8476 9.5276 10.6480 9.3111 9.2386 8.5810 9.7916 9.8158 9.5849 8.1640 7.3247 7.8347 8.9783 8.6418 8.6087 9.8632 9.6744 8.0110 8.8843 10.0960 8.4647 9.9043 9.4489 8.6418 8.3474 9.5097 8.8288 8.8136 9.5053 8.5192 9.4659 9.0364 8.1300 9.3621 8.3653 9.5420 9.8855 9.6386 9.1169 9.1796 9.7129 9.0346 8.5899 8.3197 8.9335 8.8369 7.8866 9.7728 9.9240 9.8999 10.4130 9.2404 11.0800 8.9604 9.9285 9.6323 9.2100 8.4181 8.1828 8.4101 8.9281 9.2619 9.6601 10.3530 9.4247 8.8029 9.2252 8.6060 8.4790 9.1429 9.2395 8.5398 8.6866 8.1327 9.4766 8.6427 8.6803 9.0642 8.5962 8.1157 9.3120 9.2494 7.7551 9.0856 10.8040 8.9568 8.4137 10.5490 9.6216 9.3192 8.8977 7.9412 8.4897 9.7665 9.8945 10.1820 10.3060 8.3340 8.3564 9.4068 9.4704 9.8193 9.3952 11.3400 8.8100 9.8471 8.4298 9.6010 8.8718 9.2315 10.7640 8.3376 8.9478 8.7787 11.0470 9.8328 10.0420 8.8673 8.1613 9.3183 9.5795 11.2210 8.9273 9.9571 9.7173 8.7304 8.7510 11.1910 9.4095 9.2019 8.5031 8.7716 9.2055 9.5724 9.4400 7.3892 9.9016 8.7411 8.5828 8.9738 9.1858 10.0740 10.5470 8.7313 10.1170 9.2288 8.9621 9.3048 9.3004 8.7698 8.7018 9.8945 10.5380 8.6696 9.6270 9.3388 8.1864 9.1930 9.4095 9.6341 9.6502 8.0316 7.8383 8.9004 8.3242 9.5572 9.0946 9.6878 8.4664 12.4780 9.7567 7.7775 10.2980 9.0114 9.3791 9.7370 9.0033 8.4673 9.8936 8.0280 8.1935 8.9362 9.1590 9.3782 8.4110 8.7841 9.6126 7.8580 8.1533 8.6356 9.8676 8.7975 9.6627 9.5992 9.6744 10.1040 9.2771 8.4280 8.4566 7.8401 8.1873 9.9106 9.5303 7.9189 9.2977 10.0610 8.5389 9.9652 10.7820 9.1814 10.5580 8.7751 8.5846 9.2136 7.6943 9.3558 10.4120 7.6039 7.9475 9.3299 8.0889 8.9290 8.7241 7.8723 9.4963 9.0597 8.7062 9.5563 8.9809 9.0937 9.4525 8.4137 7.7408 9.1653 9.4775 10.8860 9.2789 7.7497 8.8986 8.8780 9.5956 9.8569 9.2932 8.5568 8.5649 8.0799 9.0230 10.2890 10.1560 9.4677 9.9115 9.3558 9.4131 9.4516 9.4194 10.1490 9.8158 10.1970 8.1238 8.9317 8.8360 9.0230 8.5971 8.5872 8.4190 9.4561 8.5828 8.9666 9.9276 9.2959 8.2964 8.9568 8.9684 9.3388 8.2114 9.5258 9.8471 12.4140 8.6740 8.6964 9.0123 9.5858 9.1840 8.0611 7.9994 8.6875 8.5157 8.8897 9.3469 11.2900 8.7501 9.3388 8.8906 10.2430 9.1715 8.3680 9.1429 10.1370 10.5640 9.8712 8.9836 8.7170 9.3487 10.8110 9.2905 10.0550 11.1090 8.3099 9.7442 8.4629 8.9031 8.8163 8.8610 8.0226 9.3201 9.1259 7.9904 7.9591 8.2938 8.7152 8.9380 8.0468 10.8820 10.1450 9.1411 8.6060 8.4682 8.3143 9.9034 9.3800 7.5735 9.1554 8.3967 8.3993 9.0606 9.1518 9.6305 9.8372 10.3620 9.6037 8.3125 9.6404 9.0310 9.7764 7.8231 8.5711 9.0328 9.1697 8.1461 9.2333 8.1560 8.9675 8.8431 9.7728 7.8151 9.9589 8.3537 9.5661 9.7648 9.5017 8.1300 9.3022 9.2887 9.3236 7.9860 9.0946 7.9278 8.6901 8.6606 8.4414 8.8002 8.1819 8.8163 9.5706 9.8077 9.5921 8.1032 8.2750 8.3260 7.6406 8.3823 8.1774 7.1413 8.4503 9.6601 7.1583 8.7322 7.8115 8.3448 7.9627 9.8480 8.9290 8.7197 10.5580 7.6191 8.9586 8.2150 9.2995 9.4400 8.5157 8.6535 8.3949 9.0740 9.0391 8.4852 9.0955 9.2109 7.5431 9.5607 8.4271 9.1903 7.4572 9.2172 10.4470 7.7587 7.7426 8.1622 9.0955 9.5903 9.1876 7.5099 10.4960 9.4507 7.2138 8.1059 9.9142 8.8297 9.1330 9.1196 8.7331 8.8109 9.3308 7.3077 9.3657 9.2010 8.9147 9.6001 9.6216 8.1953 8.0343 10.3650 9.8166 8.0790 8.4387 10.3080 8.2991 9.5956 8.1882 9.1304 7.7614 9.3594 11.8290 8.4638 9.0847 8.0853 9.3988 8.1694 10.0200 9.0230 9.3728 9.5670 7.9162 8.6606 8.8950 10.0740 8.8763 8.3967 7.3050 8.3340 9.3943 9.3827 9.8963 9.5831 8.8754 9.5384 8.5899 8.4262 7.7811 9.9643 9.0400 8.7456 8.5219 8.3850 8.7492 8.9613 9.4570 8.2794 8.3304 9.0391 8.8816 9.0874 10.1300 8.9961 9.7048 9.5366 8.2750 8.4727 8.0611 9.2333 9.4176 9.8247 8.6499 9.2655 9.0409 9.0436 8.9264 8.1658 8.8933 9.3505 9.7576 8.9470 8.0146 9.1519 12.8365 8.6687 8.4611 9.7156 9.0096 9.1814 8.7009 7.5091 9.7836 8.0862 9.0204 8.8656 8.6678 9.4570 8.3546 8.0084 10.2381 7.0590 9.0204 8.6768 9.1671 8.4862 8.9228 9.5429 7.6460 9.4615 9.6896 9.0248 8.7054 8.9380 8.0155 7.7381 8.3233 9.1644 8.6973 9.3040 9.1143 9.6458 9.8337 8.2687 8.6535 7.9359 7.8876 8.8423 9.6225 8.9121 7.7883 9.5026 8.4933 9.2637 9.1841 9.1071 8.9998 7.9207 9.1608 8.7126 9.4230 9.0660 8.1247 8.1578 8.7466 8.8163 9.7827 7.8357 8.8208 9.0311 8.2795 9.6216 8.1828 9.2288 9.3827 8.8665 8.8342 8.1193 8.3081 8.6616 8.1542 8.3171 9.3120 8.8718 9.4373 9.6154 9.3729 7.9162 9.4203 9.4615 8.8342 7.7891 8.9810 8.6302 8.9380 8.6660 9.7648 9.1689 9.4713 8.6616 8.3376 9.3783 9.6100 9.2924 8.9479 8.4593 9.1420 9.8480 8.34860
CFH 8.7210 8.3135 8.3359 9.2180 9.9531 9.8552 8.0946 10.3120 9.7288 9.8100 9.2622 10.0230 9.3781 9.4571 8.8261 9.8697 7.1231 9.9766 8.6246 9.7201 9.8368 9.5647 8.6015 9.1959 9.1383 8.6105 9.3390 8.5232 9.9726 7.5273 8.9141 10.3980 9.9570 9.0760 8.8989 8.9489 9.9976 8.9550 9.8049 9.1966 9.1405 8.8199 9.4097 10.3520 9.7397 9.6545 8.9905 8.4754 9.6285 9.3289 9.0883 8.4656 8.5873 8.7732 9.2803 8.8434 10.0300 9.6756 9.9063 8.5783 10.8430 10.1100 9.5144 8.7858 9.2767 9.6614 8.2222 9.6901 8.9869 9.2995 10.1200 9.4350 9.4908 8.7800 8.9246 9.1191 9.8632 8.2069 10.1200 8.5525 8.8514 10.1670 8.7311 10.3450 9.4013 10.2830 9.1727 9.0238 8.1508 9.2043 9.4966 10.1660 8.5395 8.9155 8.4982 9.0945 9.3321 8.7145 10.2600 8.8014 9.0829 9.3209 9.5647 9.5227 9.0003 11.0290 10.2000 9.0014 9.0764 9.9186 8.9684 9.5698 9.2615 9.9165 9.1264 8.0950 8.5544 8.7105 8.7482 8.6373 10.1990 9.2463 9.5343 9.5977 10.1790 10.3220 9.7074 9.6625 9.7270 9.5912 8.7192 8.0562 8.7355 9.8940 8.4699 9.1778 8.6572 9.2492 10.6490 7.1683 9.3263 9.8397 9.1133 10.8340 9.4368 9.5973 10.5550 10.3010 11.0650 8.4468 8.1711 9.7263 9.0767 9.8150 9.2474 7.7538 9.4531 8.6551 9.6843 9.7165 9.1894 8.8108 9.1597 10.2750 9.1521 8.6120 8.9880 7.8269 9.9480 10.8460 8.8460 9.7969 9.7864 8.7253 9.4078 9.2427 9.3473 9.1148 10.0240 9.0387 10.0410 9.7719 9.3426 9.6680 9.2046 10.1660 8.4569 8.9644 9.1180 9.6723 8.9815 9.9933 8.7779 9.1173 8.0599 9.4557 9.0354 9.4281 9.1083 10.0310 8.5145 9.6154 8.7724 10.1290 9.2977 9.4368 8.7674 9.9125 9.2582 9.7324 10.7200 8.4949 9.3622 9.1260 9.7379 9.7697 9.3079 10.7740 9.5629 8.4910 10.1360 10.1730 8.3345 9.6263 8.7159 9.2285 10.2060 9.3068 9.9994 9.1137 8.0660 10.4750 9.5614 7.9965 8.6018 8.5699 9.1202 8.6333 9.0036 8.9833 9.7415 8.6565 9.9099 10.1140 8.5247 9.8962 8.3924 8.8195 8.8079 9.4763 8.5507 9.0622 9.5336 8.2895 8.7304 7.6875 10.6330 9.6020 9.5404 9.4354 8.8536 8.9235 9.6013 9.2557 7.9298 8.7786 8.3819 8.4109 9.6926 10.4310 9.3843 9.4803 9.7625 9.8810 10.3530 9.0735 9.4383 8.5308 7.8965 9.9458 9.2901 8.8304 8.8858 8.9427 9.4923 9.5140 9.1249 9.2753 9.4365 9.7382 8.4739 9.5230 9.0057 9.9770 8.4087 9.4100 8.6406 7.7824 10.9230 9.7085 7.6795 9.8810 8.0215 9.8882 9.7324 9.9012 9.4941 9.1626 9.0702 9.3111 9.2883 9.7759 9.7658 9.2492 10.3550 8.8539 9.9494 9.9288 9.8962 9.0934 7.5371 10.2200 8.5120 10.1650 9.3292 9.6919 9.6694 8.5750 9.3832 9.8734 10.2840 8.2522 8.6891 9.4812 7.6221 9.1099 9.2278 9.8658 9.5607 6.9592 9.3118 8.7307 9.6652 9.1496 10.0240 9.2189 9.0652 8.7112 10.0140 10.6350 8.9084 9.5693 8.9087 9.3435 9.8243 8.6288 9.1160 10.1980 8.9892 9.5467 9.2761 10.2100 9.3793 10.1600 7.9435 9.2106 9.9518 9.1828 9.2396 8.9400 8.5090 9.3355 9.1480 9.2595 9.4243 9.6019 10.1020 9.1665 8.0429 7.9004 9.3623 8.9064 8.1429 9.1607 8.8215 10.2860 9.0556 8.8157 9.5991 9.7569 9.9137 9.4198 10.4800 9.5422 8.6905 11.2090 9.8962 9.7706 9.7943 8.7953 9.5770 9.2138 9.5387 9.9540 9.0710 9.4863 9.9307 9.2473 9.1323 9.6824 8.7940 9.6866 9.6655 9.5955 8.3221 9.4144 10.0850 9.1000 9.5527 9.8236 9.7559 9.4422 8.6205 9.4662 9.6949 8.2803 10.0200 9.0234 8.7218 10.0550 8.9496 9.2678 9.6115 9.9882 10.0660 9.9588 9.5508 8.7020 9.3326 8.9026 9.1540 8.8163 9.8847 9.0671 8.9042 8.2662 9.7428 9.2940 7.8694 11.1560 8.8981 7.5768 8.6109 10.7240 10.3260 8.4806 9.1537 9.1419 9.1860 8.7962 7.9985 10.3350 9.0486 9.8144 9.7342 8.5719 7.7480 8.6176 9.3556 9.6534 9.2384 9.1662 9.9610 8.1077 9.0802 9.4262 9.2294 9.0122 8.8064 9.7620 10.0260 9.7083 8.3601 10.2960 9.6585 9.1617 9.2064 9.1055 8.5969 9.0135 9.4876 10.1900 9.4467 8.9438 7.7854 8.9754 9.0068 8.8812 9.7320 9.4246 8.9943 9.7265 9.4003 9.9837 8.3295 10.9570 9.7914 9.4642 8.5665 11.0520 9.7971 9.6039 9.9879 10.3000 9.8556 7.7931 8.5291 9.2850 9.6518 9.0310 9.3534 9.6805 9.0905 9.3240 8.7940 9.2761 10.1230 9.2936 8.9876 10.2180 9.0074 9.2524 9.7562 9.1080 9.1946 9.1515 10.1080 10.2100 10.9390 10.0510 8.4646 9.9562 7.9838 9.7099 9.1326 9.5377 9.9492 10.1890 7.8471 9.3773 9.4125 9.5374 8.3320 9.0467 9.5313 9.6690 8.8729 9.8572 8.7614 9.8310 9.1601 7.9502 9.0387 8.1557 10.1230 9.2253 8.6956 9.4099 9.6521 9.1262 9.9716 9.9780 9.2869 10.1000 9.2694 9.3726 9.6208 9.3895 9.6543 9.5131 8.9809 9.1543 9.0413 8.5544 9.2719 11.3320 9.2297 8.5918 8.8080 8.6793 10.1640 10.0260 8.8528 10.3080 10.0200 8.7272 8.5374 8.9828 10.3990 8.6818 9.4729 8.8764 8.8438 8.6991 10.0370 9.2323 8.9093 10.2630 9.3987 10.4380 9.6320 9.7147 9.3441 8.4611 8.0052 10.0600 9.1700 10.2130 10.5120 8.9572 10.1480 10.6530 9.3323 9.2879 10.1590 9.3799 8.7991 9.0732 8.9435 8.4560 8.8461 9.9320 8.7793 9.1400 9.5074 9.4010 10.8110 9.3981 9.4361 9.4569 10.1750 9.5470 9.2119 8.5748 10.0650 8.2480 10.2400 9.3527 8.8416 9.3655 9.0317 8.0423 9.1448 9.5617 7.2819 9.9291 8.3454 10.3940 9.2288 9.2857 9.7160 9.8930 9.2508 9.1968 9.0869 9.5684 9.7371 10.2650 9.3655 8.5426 9.6607 8.5608 9.8444 9.5885 9.7131 9.4965 10.2180 10.2880 8.6774 9.2237 9.5182 9.3582 7.9905 10.0700 9.1154 8.2748 9.8875 8.8259 9.4591 9.4604 8.2253 9.6045 9.6773 8.0442 9.2269 8.5691 8.8400 9.0687 10.1230 9.3125 9.4387 7.5311 7.7285 8.6908 8.6560 10.1030 8.9253 7.4963 9.8508 8.6953 8.8652 9.3745 9.3681 7.9224 10.1750 9.5824 9.7415 8.6790 9.3438 8.0528 10.1330 8.4755 9.1441 8.1461 9.9668 9.0719 9.7681 10.0180 9.9850 9.0390 9.8211 9.3163 9.0499 9.5700 8.1867 8.5381 7.5579 8.1336 7.7525 8.4981 9.6380 8.8639 8.9026 9.1029 8.5988 9.4288 9.3396 8.6464 8.9454 9.0384 9.5722 8.2582 9.1387 9.2850 8.1649 8.6818 7.2563 7.2557 8.8857 9.3534 10.5020 9.0758 9.4521 8.6860 10.4950 8.9662 10.0550 8.7981 9.1841 9.4182 9.6023 9.1636 9.8885 8.6767 9.4323 8.8671 8.5406 9.2585 10.1810 10.5560 10.1430 8.9403 10.1500 10.4830 8.4547 9.0841 9.8153 9.1869 10.1930 7.1845 10.4050 9.9853 9.1837 10.4200 10.2150 9.8185 9.9118 10.3350 10.5500 9.4096 9.7802 9.2272 9.5029 9.6093 8.6441 9.6668 7.7560 9.3872 7.6017 10.0150 8.5218 8.3445 9.5042 9.4074 8.1819 9.7566 8.9345 9.5026 10.4190 9.9732 10.1420 8.9585 9.0569 7.9058 9.0617 9.8016 9.5872 9.8681 8.5620 9.6550 9.1809 9.9559 8.0205 10.2290 10.2960 9.0068 8.9246 9.5007 9.6454 7.7017 9.0569 9.2799 8.9595 9.9361 8.7393 9.1649 10.2000 10.2850 8.6972 8.6291 8.7195 8.9262 9.8153 9.3087 9.2742 9.6601 9.2416 9.1700 10.4980 9.9086 9.2879 10.2790 8.7604 9.7920 10.5230 8.9390 9.8665 8.8675 9.6856 9.5540 8.7633 9.3141 9.3390 9.2885 8.8895 8.4167 8.8084 10.1897 8.6339 8.6904 8.6952 9.7501 8.2313 8.5713 9.1058 10.2217 8.8208 9.2291 9.1728 9.3575 8.7725 9.6009 10.0073 8.0381 9.0179 9.1818 9.5636 9.4406 8.2921 8.7582 9.5527 8.3499 10.2728 10.3613 10.3198 10.1651 6.9512 9.8265 9.9003 9.2383 9.6281 8.2585 9.5335 8.6425 9.0195 9.1051 9.1371 8.6991 8.7578 7.8467 9.4703 8.9364 9.1712 9.1246 10.7485 9.3613 9.6607 8.2259 8.8719 9.5013 9.3620 10.5041 9.6057 8.7118 9.4492 9.7652 10.1770 8.7000 9.8920 9.4390 10.3546 8.7962 10.0259 9.0875 9.7664 7.6940 8.8828 9.5930 9.9977 9.3831 10.3364 9.1323 8.7566 9.7399 10.0099 9.7444 9.1189 9.0083 8.1796 10.4038 9.1923 9.7709 9.6962 10.0958 8.8630 7.6336 8.8077 8.5981 8.4425 9.8853 9.4760 9.7287 8.8882 9.5287 9.2013 9.0978 9.4316 9.8124 7.7796 9.4617 9.2914 9.4105 10.5849 8.6694 9.7140 9.3460 8.60395
FUCA2 7.6301 8.9642 8.6309 8.8627 9.2936 8.2908 8.3179 8.7120 8.9429 9.1071 9.8461 8.9072 9.5534 8.8337 8.7893 8.3913 9.4626 9.0298 9.4713 8.9584 9.2984 8.5613 9.1216 8.5536 9.0762 8.9033 10.1280 9.1390 8.2937 9.6201 8.7738 9.2433 8.9197 8.7458 8.3691 8.9274 8.5536 9.3438 8.4097 8.8975 9.5206 9.1796 8.5198 8.3565 8.0039 8.5555 8.4261 8.8221 8.8106 8.1797 8.5265 8.2802 9.0250 8.6917 9.2221 8.8733 8.6657 9.7157 8.7806 9.2839 9.2839 8.9960 9.0781 9.4114 8.5256 8.8308 9.1825 8.1479 8.1653 8.7391 9.6384 8.5623 8.7922 9.0714 9.9012 9.5090 8.5478 8.4782 8.1160 8.2715 8.5130 8.9004 8.5381 9.0250 9.2965 8.5691 8.5575 9.3264 8.0735 8.7632 8.7420 9.3071 8.5652 9.1071 9.3312 8.5121 9.3177 9.0105 8.7777 8.3981 9.4220 8.5130 8.7420 8.3227 8.6927 9.0975 9.5273 9.0704 8.0165 9.0356 9.5727 8.9352 8.8540 8.2899 7.7798 8.7362 7.8223 8.5121 8.9091 7.9576 8.9835 9.0975 9.6906 9.5592 8.7787 8.8376 9.1371 8.4869 8.6792 8.7236 9.0907 9.1216 9.1728 8.3034 9.4559 9.2926 8.2348 9.8896 8.0213 8.5748 8.4570 8.7671 8.7545 8.7420 7.8020 8.2850 8.5014 9.2569 8.1063 9.0376 9.1834 8.7719 8.7574 8.5806 8.2744 8.8965 9.1342 9.1429 8.8502 8.6570 10.4470 8.1508 9.8452 8.0532 9.1661 9.7553 8.7101 8.4406 9.7177 9.1274 8.7410 8.5391 8.9516 8.2242 8.6164 8.9052 8.2754 8.8318 9.3940 10.0300 9.3805 8.7594 8.3469 8.1411 8.9960 8.4135 8.8985 9.3902 9.3969 8.4560 8.6570 9.3680 9.7186 8.2986 9.0260 8.8463 8.6618 8.9274 8.6251 8.3507 9.0752 9.1834 8.8279 9.6104 7.9875 8.7149 9.5901 8.6917 8.7391 8.9207 8.7603 9.9109 8.8299 8.9825 9.1535 9.4713 8.1817 9.0617 9.3853 8.6898 8.8569 9.0385 8.4744 8.3913 8.3160 8.8376 8.5497 9.2279 9.7418 8.0918 9.0752 8.3662 8.9255 7.8841 8.3749 9.1960 8.4647 8.9999 8.5449 8.6927 9.0260 7.9286 8.9149 8.1981 8.8927 9.1255 9.3100 9.1168 9.9408 8.4908 9.2337 9.0298 8.7536 8.4869 8.8598 8.4811 9.7611 9.2037 8.8241 9.6317 8.4638 8.6231 8.9951 8.2928 8.7613 8.8463 8.2280 8.4734 9.8094 9.8220 8.6096 8.4367 9.0086 8.5343 9.3013 8.8106 8.8714 8.2860 10.0130 8.9526 8.7120 9.3457 8.4406 8.7854 8.8820 9.4568 8.6405 8.7313 8.0677 8.4609 8.7091 8.9989 8.9931 9.0221 9.4346 8.7990 8.5903 8.4840 8.3604 8.5729 9.5785 8.6077 8.9584 8.2860 9.0588 8.1904 8.8434 9.0067 8.8270 9.1158 8.8521 9.2414 8.2126 8.7246 8.8318 8.7623 9.1226 8.8705 9.5109 8.6937 7.9846 8.5951 8.4889 8.6077 8.9815 8.4406 8.8791 9.3245 8.9390 8.6106 8.8598 8.5449 8.6859 8.5559 7.9649 8.3300 8.4302 9.0222 9.1097 8.8484 9.0289 7.8489 8.6761 9.1838 8.7993 9.5994 8.8182 9.8755 8.6838 9.2267 8.0943 9.1362 8.3985 8.4665 8.9839 7.7890 8.9195 9.1306 8.9629 8.8504 8.6117 8.8474 8.7221 9.1045 8.9599 8.5140 8.7201 8.0462 9.0212 8.0846 8.5125 9.6997 8.4174 8.4910 8.1480 9.4972 8.9118 8.2523 8.2456 8.7523 8.2523 8.1526 8.3571 9.3142 8.1705 8.5242 8.2880 8.8648 8.2354 8.2528 8.5498 9.3908 8.9721 9.1035 8.5887 8.5048 9.0268 8.6679 8.9057 8.5222 8.6899 8.3612 8.5698 8.8913 9.1603 8.5943 8.7047 8.6265 9.5662 8.9133 9.0979 8.6531 8.4164 8.7436 8.6925 7.8683 8.9251 8.6265 8.5815 10.0180 8.7681 8.6679 9.2881 8.5084 8.1868 8.8924 8.1117 8.3146 8.8116 8.5135 8.8233 10.1380 8.8305 8.8469 8.6107 8.8581 8.8745 8.5861 8.5989 9.8796 8.6229 9.1470 8.5416 7.7650 8.4537 7.9046 8.7993 8.3090 7.9271 8.7860 9.2293 8.3739 8.2354 8.7467 8.8412 7.6004 8.1076 9.4384 9.0601 8.8821 8.1883 9.1633 8.4210 9.7027 8.4373 9.3955 9.6531 8.4164 8.6935 8.9409 8.7247 8.9967 8.5130 8.4547 8.6485 9.3004 8.7932 9.6879 9.1909 8.8458 9.5442 8.9026 8.3474 9.0100 8.5800 9.0529 9.3213 7.9751 8.6362 9.0698 8.6275 8.6505 8.7354 8.9767 9.1388 9.7452 9.1035 8.0805 8.5595 8.0554 8.2461 8.8085 9.0749 8.9082 7.8954 8.5856 8.5585 8.8719 8.9379 8.4670 8.8709 8.4481 8.7794 8.6270 9.0585 7.8299 9.1086 8.6935 8.5268 9.0713 8.8325 9.1725 8.5682 8.7328 8.9762 8.9133 8.9430 8.7328 8.8525 8.5360 9.3816 8.8428 8.6285 8.6086 9.6332 8.4900 8.6270 9.0314 9.0616 8.7937 8.8285 8.9900 8.7467 8.6163 8.6188 8.4721 8.4189 8.9000 8.2369 8.6413 8.2114 9.3776 8.4005 9.1439 8.2860 8.8131 8.7001 8.9992 8.5744 8.6654 8.8959 8.7978 9.0161 8.7185 9.5790 8.4936 8.8397 9.3607 8.8458 8.6239 9.1183 8.3888 9.6700 8.6142 8.7155 9.0948 8.9246 9.1245 8.1249 8.7937 8.3842 8.7058 8.7845 8.0278 8.4752 8.6730 9.5110 7.9445 9.1040 8.6751 8.4026 8.5616 8.7139 8.9368 8.9011 9.4410 8.6193 8.3750 8.7201 8.6720 9.2998 8.8510 8.2400 9.1526 9.1444 8.7022 8.8085 8.5033 8.1081 8.4542 8.9532 8.3039 8.2047 8.7426 8.9251 8.4614 8.6597 9.3535 8.2410 8.6725 8.8653 8.9374 8.3059 8.3606 8.2395 8.3765 8.8014 8.9859 9.5964 8.9046 8.7845 8.5784 8.7032 8.3785 9.5294 8.6490 8.6352 8.7988 8.5171 9.2533 9.4399 9.2088 8.3356 8.4491 8.1705 9.7758 9.2998 8.8310 8.7083 8.5554 8.2574 8.7763 9.1245 8.3535 9.5090 9.1229 8.1275 8.3417 8.8407 9.2421 8.9982 8.6050 9.2963 8.7860 9.2298 8.7282 9.0161 8.6204 8.3514 8.2773 8.9435 8.7037 8.8688 9.1475 9.4537 8.9491 9.2707 8.8392 8.8474 8.5007 8.9338 9.1204 8.2032 8.9343 9.2206 7.7604 8.5503 9.4885 8.9737 9.0232 8.1091 9.1526 8.4368 9.5187 9.8653 8.6306 7.8872 8.4174 8.6623 8.7339 8.7298 8.3801 8.1065 8.3862 8.7497 8.8044 8.7778 8.7247 8.8750 8.6756 9.1097 8.7993 8.9057 8.6127 8.6551 8.7088 8.2257 8.4460 8.9701 8.8111 8.3673 9.6127 8.5232 8.5764 8.4695 9.1112 8.7252 9.6005 8.6061 8.8392 8.8755 8.7727 8.8136 8.6101 9.0059 8.7901 8.4174 8.9767 9.2564 9.0115 8.6919 8.5309 8.5534 8.6122 8.4194 9.2267 9.2738 8.5554 8.3964 8.2952 8.3167 9.9543 9.5529 8.5457 9.2400 9.0774 10.2610 10.1000 8.7528 8.7523 9.0994 9.1153 8.5922 9.0253 8.6597 9.3985 9.2707 9.8571 9.4849 9.2431 9.1429 9.1981 9.0473 10.9790 9.2196 9.1664 8.6142 8.5273 8.9946 8.8233 9.1209 8.7150 9.6179 10.4390 9.0038 9.0524 8.9077 9.0284 8.3157 8.7916 9.4231 9.3760 8.4675 9.8106 8.9629 9.4486 9.1071 8.8939 8.8883 9.3300 9.1408 8.7513 10.3750 8.6838 8.8458 9.1301 8.9087 8.6158 8.6822 8.8755 8.7073 8.9348 9.0739 9.2293 8.9466 8.6321 8.9609 8.3422 9.2186 8.9527 8.7252 8.5784 9.2554 9.1071 8.5442 9.2012 9.5994 10.2310 9.2794 9.0693 8.9793 8.8821 8.3872 8.9179 8.9241 9.7119 9.0882 8.9772 8.9568 10.4710 8.7513 8.3560 9.0345 9.6035 9.6859 8.9241 9.5698 9.1434 9.4195 9.3111 8.6526 9.4026 9.3975 8.7610 8.1224 8.8607 8.6853 8.5294 9.4185 9.5330 8.6444 9.6260 9.7523 9.7717 9.0989 8.4583 8.7272 9.0074 9.6603 9.5795 8.5682 9.7160 9.2329 10.8860 8.8637 8.8167 8.7661 9.2277 9.1315 9.1591 7.5235 9.1612 9.7103 8.6893 8.9822 9.2200 8.2153 8.8779 9.2461 9.8085 9.4690 9.2302 9.1709 8.3508 9.0145 9.3846 9.6715 8.1539 9.4874 9.6756 9.3841 9.6377 8.5216 9.3381 9.4153 8.8692 8.8329 10.0007 9.8223 9.0702 9.5564 8.1923 8.6703 8.8744 9.4434 9.8596 9.0267 7.9965 9.5605 10.4711 8.9705 9.0446 9.6526 8.5942 9.2389 9.1888 8.5896 8.6356 9.1274 8.8626 9.3136 9.7154 8.2526 8.3856 9.3110 9.0477 8.8723 8.4704 9.1142 8.8309 9.4133 10.0100 8.8667 9.8750 9.2706 9.8796 9.6127 9.1832 8.8774 9.5580 10.4369 8.0665 9.3054 9.3131 8.2797 8.6371 9.8387 8.7752 8.7522 9.0983 9.2926 8.5906 8.6361 9.0267 8.8672 8.9229 8.6857 9.5743 8.6898 8.7092 9.0482 8.4321 8.6944 9.3422 8.4014 9.3780 8.9505 8.1028 9.0185 8.5614 8.6289 9.2706 8.4234 8.3298 8.3815 9.7676 9.68960
GCLC 8.8570 8.6128 8.5548 7.7268 8.5620 8.8988 8.7354 9.7240 8.8308 9.2774 9.0616 9.1999 9.5483 9.4987 8.6351 8.3284 8.6568 9.1302 9.1084 9.4045 8.6038 8.8519 9.3850 9.1129 8.6373 9.2417 8.7020 8.4115 9.3030 7.8601 9.0722 9.5617 8.6997 8.4003 8.0535 8.1466 9.5818 8.8079 8.5040 8.6473 8.3245 9.0298 9.0120 8.7343 9.6794 8.7644 8.9590 9.9219 8.6345 9.9370 9.3727 9.0934 8.6707 8.7315 8.6613 9.0923 9.1898 8.9278 8.6986 8.9412 9.7647 9.2974 7.9532 8.7321 9.2489 8.9027 7.5155 9.1714 8.7878 7.8316 8.4628 8.5999 8.5040 8.4873 9.0376 8.5280 9.1073 8.4929 9.9514 8.7917 8.9055 8.5944 8.3864 8.0976 8.5704 8.6819 8.7990 9.3515 8.8848 9.4117 9.9442 8.6367 7.9571 9.1357 8.6429 9.1553 8.9233 9.3465 8.6457 8.6936 8.7332 8.7906 8.4951 9.0398 8.5615 8.9451 8.4946 8.2174 8.9317 8.6222 9.1686 8.8988 9.4023 8.5821 9.4496 8.1818 8.6802 8.6094 8.7042 8.2498 8.7544 8.9172 9.4352 9.9425 9.2144 8.9434 9.6281 8.7114 8.5932 9.0231 9.0025 9.5338 8.1076 8.8860 9.5589 8.4003 8.7053 8.1327 8.9690 9.3225 8.9462 8.6685 8.5224 9.2250 9.3030 8.6206 8.9802 9.0136 8.8302 8.3574 9.1441 8.2871 9.3047 9.2852 10.1350 9.8857 8.7048 9.3281 9.0025 8.8982 9.7429 8.7962 9.2355 8.6529 8.8112 8.9289 9.0884 8.5548 8.2437 8.9529 7.9766 8.2531 8.4845 8.8915 9.1129 8.5732 8.5280 8.5748 8.9244 9.0337 8.0808 9.1452 8.7722 9.5004 8.6847 9.4703 9.1659 10.1170 8.0926 8.9997 9.9074 8.6089 9.0521 8.2604 8.3920 8.8642 8.6875 9.8104 9.7262 9.2417 9.5160 9.1001 8.8397 9.1341 8.6434 8.4555 9.0404 8.1951 9.2250 9.2422 8.4578 8.6178 9.0075 10.3280 9.1882 8.5358 9.9849 9.2578 8.1901 8.5035 9.3147 8.5074 8.7148 8.5787 9.4931 8.8319 8.6373 9.4686 8.6674 11.0860 8.6417 8.9456 8.6055 8.8664 8.6233 9.1586 8.7449 9.2919 8.8062 8.1723 9.0649 9.4708 8.2353 9.2105 9.1335 8.7053 9.1207 9.2216 9.5584 8.6624 8.4884 9.0421 9.7780 8.1405 8.6066 9.1095 10.1150 8.5899 8.7416 9.7167 8.8670 8.5905 8.4321 8.7549 8.3836 8.7928 8.5163 9.3504 8.2883 8.2230 8.9846 9.8160 8.5637 8.4873 8.7075 9.1831 8.7114 9.0761 8.6250 9.6504 9.3515 8.5905 8.4020 8.7995 9.2528 8.4778 8.6529 9.3833 8.8224 9.3978 8.9289 8.9880 8.4979 9.2902 8.6222 8.6824 8.7159 8.6362 8.7020 9.1357 9.2171 8.3914 7.8746 8.9635 8.5670 9.4491 8.8135 9.6704 9.0192 9.2500 9.2539 8.9517 9.5991 8.7315 8.0669 8.9166 9.1224 9.5684 9.2199 9.1369 7.7101 8.5314 9.0844 9.3275 8.9679 8.6284 8.6847 9.0549 10.0140 8.6663 9.3922 8.6116 8.3663 8.4165 8.7378 9.8844 8.7131 9.1159 9.2694 9.1898 8.7662 8.4791 8.3085 8.9510 9.5972 8.3009 8.5738 8.4032 8.6420 9.2836 9.1585 8.9491 9.7176 8.8534 9.1339 9.2324 9.1822 10.0650 8.3606 9.8105 7.9835 8.9851 7.9389 8.2014 8.2602 8.3786 9.4134 8.9074 8.7359 9.1206 9.3613 8.6856 8.4781 9.1879 8.6439 8.7671 8.6553 8.4582 8.7415 9.0353 8.5321 8.7652 8.8723 8.6619 8.8941 9.0315 7.7579 9.1718 8.5624 9.0912 9.0097 8.8060 9.1727 9.3452 8.5738 8.8136 8.5947 9.0220 9.6010 8.4772 9.5423 9.3272 8.4895 8.6999 8.1559 8.6818 8.1967 9.4523 9.2040 8.8136 8.5852 8.5776 10.2890 9.1130 8.7861 8.8856 9.5982 9.5025 8.9633 9.1737 9.3385 9.2788 8.8069 8.2876 8.7160 8.8344 8.6250 8.5274 8.5425 9.0277 10.4640 8.9443 9.1358 8.6515 9.5963 9.6228 8.8012 8.5416 8.3881 9.5015 9.8124 8.9292 9.2722 8.8098 9.5698 8.7994 9.0173 8.8126 9.1708 9.1509 9.0780 8.8894 9.8133 9.1187 8.6638 9.1007 9.0344 9.4674 9.0069 9.2011 9.2997 9.3186 9.0761 9.3878 9.2390 7.1884 9.8114 8.6771 8.6316 8.6961 9.3177 8.8202 9.7678 8.5141 9.8342 8.8998 8.6022 8.6250 8.8562 9.0723 8.7889 10.1320 10.2260 9.1178 8.9102 8.4497 8.5312 9.3945 9.0059 8.3549 9.6740 8.3672 9.3774 8.7510 9.6058 8.1540 9.2665 8.5549 9.3310 9.1073 9.1433 8.7368 8.7321 9.5385 9.6901 9.1064 9.4011 8.3142 9.3120 9.5375 9.2457 9.1462 8.8240 8.9785 8.7643 9.0912 7.3031 8.5312 8.6866 8.8875 8.7662 9.3774 9.7394 8.9699 9.0078 8.5899 8.9083 8.9083 8.7425 9.3063 9.1054 10.2160 8.0176 9.1405 9.1149 9.2608 8.7283 8.5084 9.9327 8.7520 8.5729 8.7491 8.7785 8.8780 8.7908 10.5780 8.8600 9.4940 9.3035 8.7880 8.7169 8.8382 9.6096 8.0782 8.6847 8.0394 9.1234 9.1263 9.1812 8.1408 8.9500 9.5546 9.3319 7.7210 8.1332 8.3104 8.6051 10.2220 9.3802 8.8069 9.0258 8.7131 8.8107 9.2154 8.6648 8.9188 8.4696 8.5985 9.3935 9.1680 9.9962 9.4712 9.4409 8.8932 8.9273 8.9927 9.5195 8.2820 9.5167 8.2308 9.1348 9.0088 9.3442 8.7084 9.9033 8.6004 8.7444 8.3739 9.5366 9.0069 8.2516 8.3521 9.0258 10.1080 9.1812 9.1519 9.7394 8.5388 8.2772 8.6117 9.1291 9.1651 8.6762 8.7975 8.9965 9.4712 10.1970 8.5681 8.7586 9.3423 8.8628 9.0950 9.5527 8.9766 8.8733 8.5852 8.9737 8.4828 9.0609 8.8543 9.0855 9.2447 9.1433 9.2826 8.7662 9.0505 8.8249 8.8771 9.0467 9.6115 8.5009 8.4971 8.7633 8.8600 9.5470 9.6787 9.3670 9.6209 8.7757 9.6456 9.3215 8.8704 8.8922 9.4011 9.2002 8.8695 8.9131 8.6060 9.0618 9.0088 8.1152 8.7652 8.5264 8.9311 8.7633 9.0107 8.8003 9.2135 8.1237 8.1351 9.2239 8.3037 9.3111 8.9481 8.6269 9.3859 9.2845 9.3253 9.2248 8.6127 8.5435 8.7302 8.7728 8.9680 8.5568 9.2182 8.9083 8.9747 8.3454 8.5274 8.8979 9.3414 8.8827 8.5274 8.6345 8.5463 8.8496 9.6674 8.8164 8.4753 8.9728 8.9197 8.4326 8.3075 8.8818 8.7937 9.5053 9.3338 9.2580 8.7918 8.4023 8.5369 8.6563 9.2059 9.1386 9.0325 9.2969 8.7387 8.7918 8.9349 8.9718 9.2343 9.1689 10.1100 8.8041 8.4781 8.8600 8.3530 8.3540 7.9711 9.6342 8.5492 8.6648 9.1083 8.8174 10.5660 9.2874 8.5871 8.2943 8.7216 9.2646 9.1149 9.2987 8.6136 8.5160 8.9339 8.6288 9.6607 10.1320 9.9469 8.9244 9.1339 8.4402 8.8534 8.5141 8.3360 9.3196 9.3897 8.7908 8.3312 8.3322 8.8354 8.8022 8.2782 9.0609 8.0413 9.0543 9.8199 8.6856 8.8685 8.0308 8.4961 8.8117 8.2715 9.8588 8.4421 8.0005 8.1379 8.9813 9.3907 9.7669 8.8060 9.0107 9.0988 8.7112 8.6449 9.1035 8.1891 9.0476 7.7503 8.7908 8.6894 8.1085 8.8562 9.0002 8.6430 8.2763 8.6108 9.3613 8.8676 8.1474 9.5764 8.7169 9.0325 9.4598 10.6450 9.2210 8.5634 8.3786 8.8107 8.4942 8.8989 8.3928 8.2365 8.6638 9.0353 8.8695 8.3559 8.6999 8.8193 9.4921 7.7011 8.5416 8.8657 8.0716 8.5767 8.4525 8.6146 8.9434 9.3205 8.4629 9.2343 8.7614 8.7131 8.8344 9.3082 8.9349 9.2618 7.9673 8.7273 8.0261 8.5075 7.8366 8.8136 7.7210 8.9131 8.3369 8.2365 8.0649 9.2732 8.5407 7.9238 8.9263 9.1206 9.0287 8.3037 8.6591 8.2791 8.9889 8.5624 8.4923 8.7596 8.2118 8.4468 8.7529 8.5359 8.5530 8.2308 8.3985 8.3644 9.3385 8.3426 8.6610 9.8957 8.6544 8.4478 8.6695 8.7463 8.8429 7.6489 9.3698 8.6923 7.5997 8.5340 9.3689 9.1632 8.4544 8.2696 8.5075 8.7254 9.2466 9.0107 8.4762 9.8844 8.2943 9.8521 8.8969 9.6550 8.3862 9.6484 8.8685 8.2592 8.2639 8.3502 9.0230 9.4295 8.8003 8.6487 8.7567 8.4137 8.7065 8.5710 8.1019 8.5103 8.8742 8.8126 8.8230 10.8016 8.7216 7.8773 8.6155 8.7197 8.5226 9.0201 8.7017 9.1774 8.9851 10.0142 8.4743 8.5994 8.7103 9.0675 8.8657 7.6366 9.7015 9.3992 8.6885 8.6866 8.1806 9.0429 8.3587 8.2194 9.5631 9.5830 8.4383 8.5785 8.4809 8.4800 9.3509 8.5624 8.5672 9.1215 9.9905 10.1648 8.6506 9.3726 9.3509 8.8050 9.7223 8.7463 8.1682 9.2172 9.4181 8.9661 9.4077 9.6844 9.3518 8.3938 9.4323 8.2706 8.9064 9.0457 9.7811 9.2807 9.2457 8.8420 9.0959 8.5748 8.7292 9.5792 8.1881 8.6506 8.7472 9.4665 9.1917 9.1121 7.98640
NFYA 7.5652 7.6406 8.0892 8.5125 8.2673 8.0805 7.7398 7.5644 8.2209 7.9051 8.3292 7.8130 8.4661 8.1605 7.2901 7.6342 7.8300 8.6415 8.2575 7.9968 8.1488 8.7864 8.5363 8.8060 8.1496 8.4612 9.4255 8.5087 8.5495 8.4789 8.1794 8.3201 8.7242 8.0922 7.7708 7.6263 8.1854 8.0145 7.9108 7.9613 7.7840 8.3435 8.4020 8.3873 8.1658 7.9523 7.2313 8.5103 8.2405 9.6376 7.6489 8.8132 8.3009 8.2801 7.6131 8.8755 8.4521 9.2603 7.7161 8.6812 9.7224 8.2220 8.6680 8.8898 8.3616 7.8719 8.4095 7.9202 7.8862 8.1439 8.0402 7.7595 8.1545 7.9104 8.3684 8.0198 8.0737 7.8991 8.0545 8.1277 8.5235 8.1349 8.1775 7.5652 7.8327 7.8259 8.3703 7.6950 7.8904 8.2816 8.8264 7.9175 7.5048 8.1515 8.2548 8.0345 8.1496 8.6849 7.3607 8.1598 7.9070 8.9226 7.3015 7.7866 7.8568 8.4122 8.4616 8.0722 9.2724 7.9062 8.1450 9.6198 7.8534 7.8900 7.6731 7.8828 7.4671 8.2745 8.7494 8.3801 7.7538 8.0213 8.1051 8.2341 7.8210 7.5278 8.6238 8.3110 7.7255 8.6649 8.0096 7.0185 8.3522 8.5404 8.2911 8.4589 9.0581 7.3286 7.8564 9.1667 7.5652 8.1073 7.9266 9.2746 7.9032 8.9185 8.5518 7.9772 7.9032 8.8396 8.9430 7.9145 7.5761 7.9168 8.8241 8.1677 8.3559 7.6052 9.1497 8.6657 7.6806 8.7359 8.3586 8.2658 9.2920 7.4663 8.5291 6.9736 7.9877 8.4295 8.4842 8.0088 7.6014 9.3523 7.7195 7.9692 8.6359 7.4135 8.0590 8.8864 8.0322 7.7738 7.3230 8.1605 7.6399 7.6697 8.0405 6.8608 7.4199 7.5471 8.2413 7.6791 7.8406 8.3990 8.4348 8.1277 7.3765 7.8549 8.5480 8.8053 8.3590 7.5980 8.2567 8.2126 8.3458 8.3107 8.3873 8.5208 7.6599 8.5265 7.8078 8.2858 7.8225 7.6531 8.1054 7.4920 8.8109 8.0088 8.0515 9.6994 9.3893 9.0113 9.1184 7.7368 7.3573 7.8572 9.1897 9.3674 8.2590 8.2563 7.9900 8.1069 9.1433 9.2320 7.5463 7.9232 8.0768 7.8972 8.5997 8.4144 8.8208 7.8942 8.9886 8.2865 7.6923 7.7508 7.8610 8.4091 7.8228 7.3430 7.7044 8.2031 7.9409 8.6483 9.0679 7.6029 7.7029 7.6927 7.8244 8.3363 7.9402 8.3597 8.0881 8.4963 7.2732 8.9954 8.1315 7.5501 7.7368 8.3665 8.4623 7.8900 8.4853 8.1217 8.6125 7.9666 7.4497 7.5984 8.9162 7.9723 8.0141 7.9413 8.4329 8.6944 7.7289 7.3958 8.5721 7.8266 8.2745 8.4733 9.0958 8.4548 8.7596 7.7847 7.7938 7.9319 9.0045 8.2488 8.2152 8.0866 8.7928 8.1835 7.9036 7.6991 7.6297 7.9726 7.3086 8.7181 8.3507 9.1448 7.3622 7.9704 8.4887 8.6966 8.3197 8.3514 7.9904 7.7595 8.3160 9.3414 9.4455 9.4350 7.5501 8.5008 8.9935 7.7644 7.9077 7.7470 8.9087 7.7289 9.2433 7.4625 8.0779 8.1981 8.1143 7.3461 7.7611 8.1193 7.6487 9.0369 7.3992 7.2880 8.1077 10.5250 8.3874 7.8675 7.4243 7.8701 8.5127 7.6013 7.8371 7.5448 9.2551 7.9988 7.9262 8.1805 7.8569 8.0581 8.1168 8.1275 7.8110 7.9049 8.3723 7.3147 7.2752 7.7147 8.6254 8.6495 8.1645 8.2898 8.3827 7.4428 7.5263 8.1567 7.8424 7.9834 7.6202 8.1680 7.9595 9.5668 8.6348 7.6594 8.6448 7.5530 8.7880 7.9893 7.2805 9.2733 7.6883 7.8845 8.3588 8.3092 7.8424 8.4706 8.0079 8.0286 7.8892 9.6500 8.2386 7.5247 8.2273 8.2267 7.8763 8.3748 8.3893 7.9856 8.0616 8.7475 7.8518 7.8657 8.4464 8.3648 7.8437 7.5665 8.3359 9.0096 8.8677 8.5403 8.0543 8.4904 8.6436 8.3237 8.0342 7.9404 8.1884 8.6542 7.4302 7.8867 8.2345 7.5304 7.4805 8.5070 7.8644 7.8104 8.1604 9.4026 9.1509 8.5456 7.9435 7.2146 8.0333 8.8567 8.0798 7.9718 8.5415 8.9660 8.2998 8.3435 7.5420 8.0389 8.1981 8.3560 8.4307 7.7614 8.3161 8.2242 8.4336 8.6954 8.1033 8.4084 9.4921 9.1785 7.7018 7.7143 7.9991 7.7850 8.9468 8.1881 7.8230 8.1648 8.3067 8.8112 7.3841 8.3861 8.2524 7.9793 7.4824 8.0738 7.9699 8.0233 7.8776 8.8837 7.6582 8.1673 8.2276 7.4302 9.0554 8.8966 8.5613 7.9297 8.0047 8.0402 8.1199 8.3278 8.1786 7.8528 7.4949 8.4759 8.3130 7.7991 8.1504 8.3485 8.3312 8.5419 8.2628 7.8591 9.1568 8.5626 7.9131 8.0176 7.7834 7.8854 8.0101 8.5506 8.8552 8.5139 8.1567 7.7162 8.6583 7.7627 7.6679 7.6130 7.8569 8.6345 8.0634 8.1278 7.7614 8.8159 8.4405 8.1036 8.3083 7.9369 7.9893 8.0989 7.8022 8.7754 8.7239 7.6808 8.1542 9.2567 7.5213 8.2863 8.7519 8.4923 8.3061 7.8176 8.4163 8.0465 8.5572 8.1538 8.6429 8.6134 7.9379 8.9688 8.5133 7.6528 8.0882 7.6845 11.3500 8.3315 8.0528 8.1011 8.1837 8.9766 7.6657 7.6271 7.7580 9.5364 7.8977 8.4781 7.7235 7.9536 8.8319 8.0176 8.4204 7.5502 7.3197 7.8503 8.0145 7.8396 7.6892 8.4549 8.0289 8.8599 7.9667 7.7555 7.8559 7.5464 8.0870 7.7087 8.0697 8.2973 8.0725 7.7316 8.2816 8.8683 7.5316 8.7943 8.2050 7.6092 7.7941 8.6464 8.6486 8.4988 8.2769 8.0251 8.3585 8.0666 7.6877 8.1096 7.9197 7.6773 7.8625 8.8803 9.4168 8.4044 7.9423 8.2408 8.3538 8.5130 7.4955 7.9354 9.0784 8.1174 8.2609 7.7592 7.8644 8.1645 8.9474 8.2926 8.0998 8.1818 8.4634 8.3281 8.5036 8.0942 7.9460 8.2016 7.7081 8.3196 8.6517 7.9589 7.7498 7.5960 8.1356 7.1148 7.8569 8.1196 8.2907 8.3403 8.0273 8.0182 8.6511 8.4530 7.8214 7.9344 9.9253 8.4317 7.8264 8.3683 7.9909 7.6484 9.3813 8.2119 7.5888 8.2543 7.7850 8.1799 8.7980 8.0054 8.5105 7.7388 8.0785 7.6516 7.6820 7.9043 7.8603 7.9445 8.4012 8.5635 8.0455 7.9504 9.3377 8.5921 8.2471 8.6863 7.8044 8.7089 7.3141 8.2251 8.1306 8.1306 8.1586 7.4933 7.9137 8.6593 7.5991 8.2345 7.8261 8.3362 8.0515 8.4574 8.3406 9.2708 7.9605 8.0581 8.7453 8.2201 7.7950 7.8343 7.7056 8.6662 8.1413 9.3782 8.3212 8.2590 8.4163 7.8371 7.7514 7.7178 8.2449 9.2802 7.4758 7.8004 8.1096 8.7453 7.4566 7.4959 7.8321 7.3019 9.1487 8.0437 7.7137 8.4543 8.2295 7.7705 8.0433 7.7391 8.2973 8.2072 8.3391 7.4007 8.1297 8.0389 8.7798 7.9316 8.5271 9.0240 8.5403 8.0707 8.9380 7.8732 7.6676 8.0776 9.0159 8.0729 8.3924 8.0298 8.0371 7.9291 8.1403 7.8380 8.7334 8.2232 7.5530 7.2344 9.0005 8.4329 8.7808 8.2056 8.2778 9.8795 8.0474 8.4574 8.9161 8.1947 8.8291 8.7155 8.2430 8.5855 8.2050 7.8230 8.3648 8.4147 7.7184 8.5858 8.0336 7.9617 7.5593 7.7784 8.5657 7.2378 8.8090 9.2529 7.2240 8.1896 8.2891 7.5244 9.0049 8.3953 8.0747 8.1542 8.3347 8.3931 9.1437 7.8757 8.9449 7.9821 8.6144 8.2352 8.4860 8.8862 7.6531 7.6629 8.2063 7.5219 7.8274 8.8530 8.1884 8.9192 7.7231 7.8898 7.6516 8.9766 8.6838 8.8605 9.0705 8.3262 8.6994 7.8468 8.3322 8.0182 8.2166 8.2232 9.0071 12.2890 7.9947 7.3091 8.0929 9.1129 8.0342 8.0791 8.6169 8.3058 8.5076 8.1645 7.7652 7.2422 7.8007 8.3777 8.2603 9.2705 7.8600 7.6013 7.5291 7.7457 7.6189 8.1570 7.6902 7.9944 7.4491 8.0474 8.5776 7.9671 7.7090 8.7330 7.7903 8.1808 7.7680 7.5379 8.1011 7.5517 8.3243 7.1829 7.6403 8.4514 7.5367 8.4248 8.0986 8.5017 7.7664 8.4612 9.0294 8.3962 7.9827 7.8509 8.8812 8.2179 8.1924 7.2469 8.3425 7.6864 7.6139 8.8197 8.2508 8.0490 7.5348 8.2756 7.0702 7.1012 8.4816 8.3419 8.6162 8.0967 7.6842 8.0587 9.3810 7.7847 6.8975 8.2063 7.7351 7.4635 7.8873 9.8148 8.2596 7.5944 8.1378 7.8999 7.8270 9.0501 8.2640 7.8625 8.4511 6.8482 7.8955 7.6289 7.4651 7.4666 8.0264 8.2144 8.0374 7.5793 8.2113 8.8737 9.1553 8.0038 7.4073 7.6440 8.1209 7.8261 7.8270 8.9584 7.8424 7.7705 7.8908 7.6682 8.3438 8.9317 7.4867 8.3281 7.7690 8.7387 8.7399 7.8066 7.5900 7.9903 7.9620 7.7052 7.3257 7.5385 8.0022 7.7442 7.3863 6.8802 8.2295 7.8726 8.2408 7.0833 8.1466 7.1992 7.7012 7.1533 7.7228 7.1791 7.3979 7.9303 7.8939 7.5181 7.7856 8.2807 6.8049 8.1224 6.9942 7.5680 8.2907 7.5746 9.01395
STPG1 8.2748 8.0578 8.0821 7.6324 8.0831 8.0889 6.2686 7.6557 7.1719 7.6888 8.2680 8.5717 8.4325 8.4316 8.0286 7.5983 8.5591 8.4549 8.2164 8.5493 8.1016 8.7090 8.9465 8.8472 7.8718 9.1694 7.7054 8.5902 8.9631 7.5603 7.9682 8.7528 8.5591 8.7450 8.0110 8.1444 8.4471 7.4328 7.6148 7.7910 8.0305 8.6710 9.0585 9.3291 9.4498 8.2992 7.6178 8.7518 8.1463 8.4861 7.8183 9.0020 8.6301 8.4121 8.0363 7.5564 8.5386 8.3887 7.9633 8.1162 8.6097 9.2025 8.4909 8.4695 8.0402 8.0432 7.9380 8.0461 8.0286 8.5211 8.3342 7.8310 8.1824 7.9371 8.0617 7.9789 8.4724 9.0273 8.2437 8.4247 8.4802 8.4325 8.3294 7.6879 7.9468 7.8894 8.3264 8.0081 7.7725 7.5058 8.2661 7.8991 9.2862 8.7100 8.3478 7.7171 8.1833 7.8592 7.7998 7.5788 7.1495 7.9663 7.7988 7.6051 8.1629 8.1746 7.7813 8.3858 8.1094 7.7044 7.9351 8.3926 8.1045 7.8494 8.5669 9.0507 8.4014 8.1356 8.4510 8.3790 7.6041 8.0733 7.8183 8.0334 7.1943 8.0247 7.9195 7.6431 7.7891 7.8017 7.9478 7.9663 8.1668 7.9896 7.8368 8.2116 8.4228 7.9867 8.7635 7.3423 10.1390 7.5788 8.6915 8.2476 8.3147 8.6233 8.1434 8.3118 7.8602 7.1272 8.6019 8.0422 8.5046 8.0354 8.1220 8.4101 8.0811 8.3284 8.4189 8.2262 7.4669 7.0551 7.5097 8.8073 7.5915 8.4617 8.6048 7.5701 7.9322 7.7453 7.8748 7.6606 8.2067 8.7645 8.0315 7.5710 8.4501 7.6849 7.6937 8.3225 8.5163 9.1811 8.5834 8.4355 8.1269 7.3043 8.3255 7.1690 7.7073 7.7599 8.5708 7.6343 7.1301 8.6808 8.8278 8.2602 8.0315 8.2417 7.9487 7.9672 8.2534 7.4114 7.1953 8.1055 7.7502 8.2252 8.5747 7.9857 7.5594 8.6428 7.6528 8.3050 8.5240 6.8351 9.0750 8.6447 8.4306 8.1230 8.0860 8.0617 8.0529 8.0646 8.2524 9.0185 7.0960 8.3624 8.2817 8.1590 7.3530 8.2009 7.4533 8.1288 8.1668 7.5886 7.5000 8.1103 7.5233 7.4260 7.8475 7.8913 8.3926 8.1726 8.3079 7.8767 8.1833 7.7394 8.2174 8.0986 7.5886 7.1924 7.6538 8.5532 7.8816 8.3323 8.3926 8.4355 7.3579 7.5525 7.2790 8.1055 8.0325 8.3031 8.2515 8.2349 8.4549 8.8492 7.8962 7.8650 7.7064 7.6197 8.7255 8.0266 8.7022 7.8446 8.0101 7.8456 8.1025 8.1142 8.5201 7.9789 7.8329 7.4056 8.0237 8.2242 7.7813 8.0110 8.2476 7.6353 8.1035 8.2252 8.6808 7.8942 8.5669 8.4403 7.8786 8.2466 7.9906 8.5523 8.9893 8.7849 7.6918 8.4267 8.2904 8.3732 8.3770 8.2223 8.4637 8.3157 8.2340 8.7314 7.7628 7.7326 8.5717 8.0081 8.3809 8.0451 8.3449 8.5980 8.6087 7.6518 6.9772 8.6389 7.6606 8.1142 8.8190 8.4218 8.6652 7.7502 7.6956 7.9273 9.3057 8.6603 8.0120 9.0504 8.3382 8.0960 8.4664 8.4328 7.4855 7.7918 7.7104 8.4603 7.7338 9.2508 8.8500 8.8337 7.6565 8.2863 7.6137 7.8986 8.8774 7.9932 8.7950 8.5600 7.4245 8.3046 7.7877 7.9414 7.8844 8.5895 8.2507 7.9688 8.0787 8.0024 8.8947 8.1072 8.2456 7.6687 8.0421 8.2110 7.3848 7.9922 8.3005 8.4043 8.6363 8.4613 7.7714 8.4379 7.5293 7.2505 8.6037 8.5254 8.5244 8.1153 9.1511 7.8213 8.5091 7.2596 7.9393 8.6526 7.7796 6.8059 8.0085 7.9994 8.7655 7.9139 8.0930 8.0675 7.9922 8.2802 8.2568 8.2273 7.5089 8.4745 8.3148 7.6493 7.0958 8.0655 7.5730 7.6565 8.6566 8.2975 8.1031 7.5974 7.6524 8.6170 9.2590 7.8986 7.8386 8.0940 7.6331 7.1304 8.6302 8.2669 7.3980 8.3646 8.1947 8.0584 8.5956 7.7816 8.2212 7.5293 8.0879 7.7185 7.4957 8.3076 8.5661 8.5193 8.9415 8.0329 8.1896 7.9485 8.3117 7.2261 8.5081 7.8691 7.7582 8.5844 7.8905 8.1398 8.0228 8.7920 8.9710 7.6280 8.1815 8.2720 8.0085 7.3990 8.2659 8.9059 8.8072 8.4074 7.7745 7.5954 8.3138 8.7502 8.0523 8.7675 7.5506 7.9729 8.2741 8.6709 7.3634 7.4509 7.9912 9.4309 8.2761 7.7928 8.0065 7.8284 8.3565 8.3402 8.7116 7.8416 7.9200 8.4877 8.2680 8.6526 8.5244 8.2273 7.8508 8.4613 7.5506 7.7379 8.2405 7.8070 7.7582 8.2619 8.1113 7.7318 8.2161 8.1906 8.0482 8.4999 7.9149 7.6565 9.1277 8.3687 8.8327 7.9424 7.6575 7.8701 8.0950 7.6931 8.7665 8.2792 9.6843 8.2893 8.4816 8.1957 8.3046 7.4703 8.0757 7.9118 8.8846 8.1662 8.0329 7.7562 6.9208 8.3494 7.8040 8.3463 8.4562 8.2354 8.4084 8.2527 8.0095 8.6526 7.7145 8.0105 7.7592 7.2861 7.3360 8.2822 7.8264 8.3656 8.3972 7.7104 7.9118 8.1459 8.3015 8.0624 8.1530 8.0055 8.7431 8.7289 8.7248 7.7084 8.3565 7.3003 8.4562 7.6870 7.2434 8.6872 8.2140 7.5812 8.6363 9.2386 8.1357 8.8988 7.8366 8.6973 7.9617 7.8925 8.1754 7.8946 7.7694 7.2902 7.5944 7.8132 8.5834 7.5344 7.6168 6.8801 8.4287 8.5406 7.8396 8.2496 8.3453 8.4124 7.9302 8.6109 8.6027 7.5771 7.4174 8.1957 8.6841 8.0105 7.6677 7.4072 7.5425 9.6772 8.4145 8.0594 8.8734 7.9251 8.1845 8.1418 7.8569 8.3748 7.5781 8.2374 8.0411 8.8591 8.3789 7.7440 8.6760 8.0472 8.1225 8.0004 8.5600 7.9159 7.8060 7.5211 8.8713 7.6239 7.8671 7.6900 8.0726 7.5333 8.5244 8.3229 7.9536 7.5395 7.3929 7.9658 8.5193 8.0818 8.2527 8.1540 8.5274 8.0838 8.2110 8.8540 8.4918 7.6707 8.0217 7.9037 8.5722 8.3026 8.6770 8.8286 8.0573 7.6890 8.0248 8.2283 8.2771 8.5763 7.6972 8.6556 8.0655 8.5172 8.6393 8.5936 8.4297 8.3616 7.5242 8.3931 8.4440 8.2252 8.0472 8.0451 7.9973 7.7918 8.0207 7.8101 7.7338 7.9810 7.3838 9.2254 8.0655 8.5478 7.2861 8.6281 8.0166 7.8111 9.3241 7.5272 8.5895 8.2161 8.9822 8.0258 7.2424 7.7541 8.5050 8.2914 8.1510 8.2893 8.6597 8.0187 8.8082 7.9973 7.5120 8.1571 8.0248 8.1245 8.4735 7.4367 8.3758 7.8610 7.9434 8.1469 9.2569 7.8488 8.6638 8.0187 8.0523 8.5600 7.3309 7.6473 7.4428 7.2078 7.7419 9.1705 7.6585 8.0665 7.4927 7.9281 8.5020 8.0940 8.2934 8.0736 7.6727 7.7246 8.8245 8.2578 7.0358 8.9395 7.8813 7.4469 8.5895 8.4399 8.3463 8.9487 7.9037 7.1457 7.5354 8.6119 8.8530 7.9800 7.9108 8.3911 8.4806 7.5812 7.9363 8.1174 7.6656 8.4297 8.0726 8.0502 8.5040 8.7228 8.2802 8.5162 7.6972 7.7786 8.3209 8.1021 9.1501 8.1387 8.6373 9.3495 8.0950 7.8305 8.2161 7.0643 7.8142 8.4806 8.2690 8.6424 8.0655 8.3209 7.8630 8.4613 8.9863 8.1571 7.7745 7.6575 7.4652 8.7268 8.1978 8.1092 7.9810 8.5732 7.5710 7.6585 7.9434 8.0523 8.1031 8.4796 8.6709 8.3056 7.8467 8.0044 8.6210 8.3249 8.3555 8.6454 9.0748 7.6198 7.2434 9.3383 8.2252 7.6809 8.0380 8.2039 7.2576 8.2914 8.2944 8.1123 8.3219 8.7065 7.8620 9.1572 8.4409 6.9575 8.4114 8.5050 7.9556 7.7704 8.3748 7.9668 8.3351 7.7022 7.7511 8.2110 8.7808 7.7104 8.3056 9.2498 8.6027 7.9332 8.3046 7.1426 7.7999 8.8489 7.9546 8.2405 9.2529 7.7816 7.1386 8.6017 7.9525 8.1235 8.8205 8.1184 7.8803 8.0665 7.9098 7.6158 7.3614 8.1296 8.2486 7.5506 7.6666 8.6790 8.2873 8.4755 7.8488 8.2120 7.4743 8.0411 8.1042 8.8154 7.5161 8.1042 7.4306 8.8879 7.1846 8.1990 7.8877 8.6844 8.0952 7.5957 8.0006 7.9141 7.3423 7.9335 8.3852 7.8073 8.9856 8.1441 7.7127 8.6722 8.7149 9.3498 7.7208 7.8633 8.0668 8.6182 7.8022 9.2175 7.7595 8.0963 7.6313 7.1429 8.2886 8.3588 7.6221 8.1634 7.2894 9.6937 7.9681 8.6966 9.4322 7.5020 8.5195 7.2894 7.9324 7.5733 7.9477 7.7350 8.0963 7.9243 8.0006 8.5053 7.4888 8.4849 8.7525 7.9090 8.0902 7.9589 8.1461 8.2275 7.8907 7.8490 7.9874 8.0403 8.4056 7.6893 8.3140 7.6374 7.5722 8.7251 7.6425 7.0615 8.6416 7.5570 7.5458 7.5997 8.1838 8.1563 7.7371 7.3138 7.6903 8.4188 7.5570 8.1482 8.5724 8.0118 8.5613 7.8592 8.0199 8.1400 7.8012 8.3720 6.7399 7.4613 7.8531 8.3445 7.3433 7.6536 7.3606 7.5824 6.8468 7.7625 8.1400 7.9650 8.5012 7.5997 8.2794 7.3759 7.2762 7.1093 8.6070 7.7656 8.80495
NIPAL3 6.9615 7.3208 7.5856 7.2215 7.8767 7.9375 6.9534 7.0362 7.8405 7.3266 8.6462 7.9910 7.9778 8.4041 6.9260 7.4698 7.9111 7.9884 8.2441 8.1137 7.6105 8.0565 7.4878 7.6852 8.0628 8.3920 7.3266 7.8123 8.7718 6.9571 7.5687 8.4565 7.7269 7.8375 7.3123 7.9782 7.9972 7.0871 7.4973 7.0930 7.6317 7.5017 8.4466 8.1375 8.6802 8.2902 6.9952 7.9309 7.6258 8.4763 7.2047 8.2323 7.2197 7.9701 7.9679 7.6614 7.2054 7.5793 7.0593 7.9675 8.6019 8.1309 7.9873 8.0738 8.1338 7.3603 7.9822 7.5478 7.7588 7.5105 7.2724 7.4973 6.8326 7.2032 7.2303 7.9467 7.8042 7.6225 7.3969 6.9487 6.9113 8.3737 8.4997 7.2933 7.3874 8.1807 7.3424 7.8452 9.2827 7.8163 7.6515 7.0497 7.4548 8.2038 7.6910 7.3856 7.9287 7.7200 8.2898 7.1882 6.9340 7.4255 7.7317 7.2955 7.4775 8.4638 7.7141 7.6090 8.3884 7.8492 7.4013 8.0954 7.9467 7.5445 8.3301 8.4275 7.7379 7.5486 8.0770 8.2294 7.0439 7.3695 7.3691 7.9188 6.8450 7.2596 7.2834 7.4903 7.8236 8.1671 7.1519 8.2400 7.4229 7.9500 7.5537 7.7917 7.7537 6.9853 7.8324 6.2356 8.2199 7.1948 8.1565 7.3431 7.5105 8.0727 8.3331 8.1649 7.4727 7.2622 8.3444 8.3133 8.4078 7.5830 7.0897 8.0836 7.0941 8.3287 8.0540 8.6381 7.4515 6.3759 6.9520 7.3046 7.3197 6.9029 8.3129 7.1614 7.0908 7.3801 7.1281 7.5735 7.0999 8.0265 7.1124 7.3955 8.5902 7.2607 8.0752 8.4250 7.4654 8.2979 8.6945 7.7320 7.6024 8.1455 7.3834 6.7278 7.3563 7.9463 7.6050 7.3486 7.6658 7.7617 7.9829 7.9071 7.3977 7.4815 6.5978 7.4120 8.3645 7.2966 7.4152 7.1329 7.7683 7.8903 8.0496 7.7573 6.8765 7.6431 7.7112 7.9708 7.6365 6.9270 8.2770 7.4735 8.1638 7.7830 7.8060 8.0119 7.2376 7.6482 8.0313 8.2807 7.0483 8.4752 7.3409 8.9198 7.4163 7.1215 7.4354 7.5541 7.9833 8.0576 7.3200 6.8066 6.9637 8.3836 8.1316 7.2252 7.3830 7.9306 7.4270 8.1023 8.0291 8.2843 7.7416 7.7141 7.3867 7.2482 7.4771 7.7126 7.2775 7.9078 7.7324 7.7258 7.4966 7.5628 7.2611 8.3550 7.0820 7.4222 7.4548 7.7405 8.8110 7.3933 7.6705 7.6013 6.7326 7.7584 7.7134 8.3385 7.6024 7.7247 7.6086 7.7562 7.9895 7.5647 7.4138 7.6299 7.6160 7.7339 7.9503 6.9600 7.4248 7.5010 8.2510 6.8468 7.8749 7.3321 7.4940 7.7602 7.6811 7.6639 8.4931 7.0464 7.2395 8.3656 8.0247 7.6639 7.7932 7.4017 7.0340 7.5665 7.1340 7.9983 7.4878 8.0404 7.6562 8.9051 7.1109 8.4334 8.2243 8.2162 7.6570 8.0620 8.1833 7.5892 8.2452 7.2127 7.3713 7.8071 8.0514 8.3221 8.0836 7.2497 7.5548 6.7619 7.6156 7.8170 8.1704 7.0801 7.7456 8.3363 7.5924 6.8409 7.9453 7.5228 7.4183 10.4330 6.5905 8.9515 7.3659 8.4345 8.4379 7.5066 7.5752 7.8861 7.7150 7.4374 6.9420 7.6697 8.3745 7.4913 7.2748 7.5671 6.8604 7.2181 8.0902 7.7002 7.3430 7.0025 7.2309 7.8513 8.8742 7.9019 7.6706 7.8184 8.3187 7.4446 7.4489 7.4255 9.3115 8.1017 7.4861 7.8027 7.4322 7.5643 7.2243 7.9939 7.7593 7.7917 7.9582 7.7054 8.3153 7.8485 7.6377 7.3482 7.3664 7.8308 7.8227 6.8676 7.4698 7.4298 8.2567 7.0745 7.1685 8.1389 7.8490 7.8122 7.8165 8.1642 7.5190 7.6668 7.7922 7.2748 7.5471 7.3811 7.2886 7.6134 7.3449 7.5500 7.6987 7.4589 7.7097 7.4331 9.1656 7.6429 7.6496 7.7684 7.4555 8.1112 7.4040 7.5681 7.7088 7.9853 7.3955 7.1370 8.5170 7.3153 8.0025 7.1351 7.7684 7.5323 7.0769 7.4732 7.3511 8.0216 7.4026 7.7874 7.8752 7.7355 7.5776 7.4951 7.9529 7.2657 7.4970 7.8232 7.8914 8.3020 7.4784 7.3263 8.2600 8.3449 7.7116 8.1003 8.3048 7.8575 7.6162 7.5147 7.1532 7.5113 7.6000 8.1193 7.9295 8.1346 7.5957 8.3878 7.2834 7.9434 7.3497 7.6787 7.7583 7.5047 7.3726 8.5838 7.6921 7.2066 7.9963 7.7746 8.0998 7.7831 7.9190 7.7736 7.1980 8.1947 6.9725 8.3530 8.2972 7.5261 7.8637 7.7173 7.5647 7.4155 8.3058 7.7107 7.4083 7.2104 7.9615 6.9238 8.1990 7.4036 8.0745 8.6801 7.9968 7.4627 8.4808 7.5171 7.9033 7.7583 7.8017 7.5361 7.0597 7.8914 9.3496 7.7464 8.2619 8.6477 8.6095 7.6973 8.1136 7.3440 7.9729 7.2157 8.4961 7.0512 8.3959 7.5018 6.5552 7.8866 7.4307 7.5848 7.7488 7.6458 8.0015 8.7207 8.0936 8.1713 7.6968 7.5504 7.6849 7.7002 7.1642 7.5943 7.5666 7.6115 7.9257 7.2190 8.1575 6.7731 7.9472 7.1117 7.9801 7.3893 8.3954 7.4422 7.4675 8.0135 8.5847 7.1275 7.6849 7.6577 7.1279 8.2753 7.8475 7.3969 8.7378 9.0783 6.9453 7.5934 7.4999 7.6282 7.3106 7.2734 7.7397 7.6072 7.7755 7.3435 7.4908 7.3835 7.9033 7.6778 7.5104 7.0068 7.5042 7.2958 7.5385 8.6057 7.5619 8.2419 7.2529 8.4093 7.9739 7.3349 7.1728 7.9562 7.9868 7.6267 7.8876 7.5671 7.0507 9.7745 7.9458 7.5843 7.7374 7.8847 7.4336 7.7903 7.0740 7.3401 7.6468 7.4365 7.3897 8.2881 8.8480 7.5337 7.8733 7.6506 7.6396 7.3969 7.7574 6.7002 7.5581 7.3449 8.9042 7.6391 7.4980 8.1279 7.5442 6.8652 7.5428 7.6620 7.4641 8.4622 8.4116 7.4369 7.9438 8.2066 7.2843 7.6258 7.8084 7.7388 7.6067 7.4956 7.1356 7.2548 7.6096 7.2638 7.9624 7.8280 6.9639 8.3621 7.8585 7.2829 7.9610 7.2352 7.5366 8.2290 7.5395 7.9067 7.2028 8.2786 8.0573 8.1575 8.1432 8.0836 7.1914 7.4512 7.7974 7.7507 7.4555 8.1913 7.7984 7.2777 7.9238 7.6201 7.4632 7.4698 7.6372 7.8861 7.1227 8.1751 7.5237 8.6081 7.1489 7.4684 7.5900 7.3697 8.1065 7.7345 8.2958 7.5433 7.4350 8.0011 8.0058 8.1260 9.2123 7.6549 7.4756 7.5027 8.4755 8.3315 8.4441 8.0640 7.5414 7.6339 8.2419 7.1561 8.0588 7.2233 7.8375 7.8652 8.9252 7.5776 7.9505 7.7979 7.7240 8.0807 7.1084 7.6687 7.6072 7.2033 7.7698 8.7497 7.4169 7.7259 7.4737 7.6420 7.9863 7.8122 8.3745 7.6806 7.1575 7.4551 7.7388 8.2867 7.4155 7.8284 6.5958 7.3125 7.6649 7.8399 7.6635 7.9839 7.4164 7.5476 8.1107 8.3349 7.4341 7.2610 7.1365 7.9286 7.8232 7.2204 8.0087 7.9624 8.2385 7.8828 8.5681 8.2414 7.5380 7.5662 7.3239 7.7016 7.3726 7.7984 7.7808 7.7936 7.3382 7.4164 7.2777 8.6229 7.2805 7.4145 7.6830 7.0855 6.7269 7.1580 7.0912 7.8575 6.7932 8.0840 7.3583 8.4045 7.4760 7.1379 7.1465 7.8222 6.8499 8.0244 6.8652 7.1809 7.4455 7.1027 7.8180 7.5204 7.7102 7.9605 7.7178 7.7908 7.5962 7.9653 7.4145 7.2872 7.7388 8.1937 7.8394 7.5395 8.4007 7.2324 8.2877 9.8661 7.9300 7.4865 8.0015 7.5419 6.9796 8.1427 8.5342 8.5104 7.5280 7.8428 7.0340 7.9281 8.0063 6.3330 8.1842 7.7798 7.4951 7.5481 7.4298 7.1251 7.4679 7.8056 6.7007 7.5428 7.5314 6.4026 7.4384 8.6897 8.1336 7.2252 7.6215 6.9644 7.2667 7.6243 7.6496 7.3502 8.1532 7.0349 7.1341 7.4875 7.0831 7.7927 8.1999 7.4908 7.1980 7.1213 7.5213 7.1608 7.0993 7.0502 7.7812 6.9386 6.6907 7.5838 6.9591 7.0273 6.8895 7.1084 7.5337 8.1141 8.3559 7.4160 7.4040 7.3506 7.6964 7.9701 7.5018 8.7316 7.7855 7.7259 10.3577 7.4822 8.5142 7.7645 7.6143 7.8756 7.5857 7.7202 8.2581 7.2047 7.7679 8.9076 8.5213 8.0993 7.2910 7.7469 7.4040 8.1260 6.9658 9.2481 7.2247 7.5933 6.5671 7.5709 7.1870 7.9453 6.9338 8.2853 7.2452 8.5814 8.6105 8.0192 7.8656 7.1818 7.4970 6.8685 7.3797 9.7712 7.6820 7.6024 8.5752 8.0869 7.0974 8.5404 7.9448 8.4112 7.9696 8.6248 7.7679 7.6157 8.1756 7.4755 7.7454 6.9357 7.1689 6.9605 8.4622 7.6253 7.2743 7.5533 7.6095 7.7798 7.1618 6.5366 7.8966 7.4307 7.1651 7.3601 7.0683 7.8065 7.8971 7.5824 6.9291 7.9028 7.5495 7.7140 7.9319 7.2605 8.2128 7.5590 7.0945 7.7817 7.4598 9.6610 7.5528 7.9691 7.8046 7.7130 7.6477 7.7636 7.9710 7.3601 7.8060 7.5671 8.3463 7.5170 8.2762 7.6095 7.9295 8.7535 6.9043 8.4889 9.0654 7.4875 8.40200
LAS1L 12.4860 12.4020 12.1390 12.2450 12.2250 12.3380 12.1710 11.7540 12.3760 11.9090 12.7520 12.3670 11.9690 12.0230 12.0800 12.3010 12.1020 11.5150 12.1520 13.7310 12.7810 12.2580 12.4800 11.9000 12.2130 13.2720 12.0220 12.3520 12.6880 13.0980 12.4260 11.8830 13.2360 12.6000 12.3420 12.4000 11.9840 12.1390 12.0900 12.5040 12.0670 11.9250 12.7660 12.3450 12.6060 11.9440 12.7520 12.7770 11.6670 12.3730 12.8150 12.7610 11.3570 13.3220 12.2450 12.3340 12.1240 12.3160 11.8290 12.2780 12.7400 11.4010 12.1260 12.3380 12.0990 11.4760 12.5510 11.5910 12.0390 12.5110 12.0260 12.7330 11.7540 12.3540 12.4970 11.9220 12.1900 12.0100 12.1360 12.6240 12.5070 12.6140 12.1140 12.0890 12.3800 12.6550 11.7070 12.4150 12.8660 12.6960 11.7940 11.6000 13.0910 12.5880 12.3860 11.9730 12.0300 11.7860 11.7280 12.5580 12.0820 11.9150 12.0490 13.1160 11.9590 11.9200 13.0520 12.8160 11.3670 12.4390 12.2960 12.2570 11.8430 12.3930 13.1930 12.9710 11.7780 12.4250 12.4820 12.1180 11.7140 12.4440 12.5340 12.2380 11.7740 13.4020 12.2260 12.0070 12.4110 12.3190 11.9230 12.5190 12.2180 11.8690 12.3930 12.5980 11.9650 12.0580 12.2200 12.2010 12.1410 11.7930 12.0710 11.5000 11.8940 12.3760 12.6080 11.6920 11.7260 12.6290 12.5930 12.1980 11.4220 12.1750 11.4400 12.2360 12.1390 12.2160 11.5460 11.9620 12.3050 13.0260 12.9590 11.9670 12.9140 12.7870 11.8120 12.1980 11.7340 11.3980 12.6990 12.0530 11.3990 11.8510 11.9380 11.6520 12.3390 11.9860 11.9070 12.9510 12.3370 11.9700 12.5030 11.4600 12.4030 11.0810 12.1400 12.8570 12.7480 12.4910 12.2900 11.6840 12.2390 12.7460 12.9930 11.8740 12.2920 12.7570 12.0000 12.2600 13.5040 12.1340 12.4460 11.9560 11.3820 12.1630 12.3600 12.1700 12.6360 11.5970 11.9270 12.8260 11.5180 12.5330 12.1910 12.7390 11.3840 11.3260 12.5320 13.3590 12.4180 12.2860 12.3100 12.2520 11.8750 11.9810 11.9850 11.7720 12.2170 11.8300 12.1410 11.7350 12.0200 13.0490 12.0210 12.8290 12.3740 12.4250 12.6180 12.5960 12.3220 11.9770 12.2350 12.2490 11.9030 11.7630 12.4440 12.4890 12.1970 11.9910 11.9240 12.5930 12.3230 12.5980 12.5200 12.7660 11.5900 12.1840 11.8480 12.5520 11.8520 12.3190 12.2710 12.3980 12.5130 11.9970 12.4120 12.4420 11.8820 12.4060 11.6840 12.3140 12.0300 12.2510 12.6450 12.2390 12.3550 12.4360 12.5090 12.0180 12.4650 12.7300 12.5710 11.8080 12.0670 12.1990 12.3340 12.0910 11.5800 12.4640 12.5450 12.6740 12.8120 12.2900 13.5830 12.1690 12.4840 12.1420 11.9920 12.4570 12.3050 11.9500 12.7210 12.0860 12.0540 12.2210 12.2850 12.4190 12.5840 12.5590 12.4840 12.0770 11.6050 12.1170 11.6300 12.1040 11.9720 12.8070 11.6470 11.9540 12.4370 11.5800 11.9360 12.2130 12.1830 11.9660 11.9920 12.6290 12.1580 12.0490 12.2270 11.9230 12.5360 11.4380 12.6010 12.5580 12.0410 12.3720 11.6460 12.9080 12.3930 11.7010 11.5540 12.0970 12.7700 12.0040 11.8760 11.6950 11.8050 12.7430 12.4940 11.9980 12.1320 11.7490 11.8100 12.1620 12.4170 12.2070 12.0480 11.7600 12.3210 12.1870 12.6590 11.6870 12.3710 12.5080 12.0160 12.0990 12.1360 12.4780 12.4040 12.3350 12.2530 11.7970 12.0830 12.8890 11.6340 12.3400 12.4510 12.3340 11.8600 11.1610 12.5260 11.3760 11.6800 12.8140 12.4570 12.6080 11.9870 12.2670 12.1560 12.4870 12.7880 12.1540 11.9430 11.7560 12.2410 12.0720 12.4480 12.8120 12.0680 12.0930 12.9530 11.6750 12.2520 12.2320 12.2060 12.4680 11.8180 12.7710 12.9710 12.2650 11.7970 11.6320 12.6380 11.7610 12.1160 11.5980 12.3750 12.7700 13.2770 12.5100 12.8180 12.2010 11.8020 12.1410 12.0780 12.2160 12.6650 11.6280 12.2800 11.6090 12.1810 12.6620 12.8540 12.7160 11.6450 11.7920 11.7530 12.8570 12.0610 12.0500 12.0020 12.3070 12.0720 12.5600 11.4540 12.5310 12.5560 11.9370 12.2340 12.2110 12.3690 11.8140 11.4930 12.1460 11.7670 12.1520 11.9010 13.3930 11.7320 12.3350 12.0440 12.3570 12.3360 12.2430 13.7260 12.5200 11.9950 12.0860 12.1580 13.1920 11.6860 12.4800 12.1340 12.0700 12.1430 13.1390 12.0610 11.4900 12.0700 12.2060 12.4460 11.9890 12.1660 12.3540 12.4720 11.7340 12.0300 11.7260 11.7720 12.2930 11.7810 12.5330 12.2810 12.8400 12.7730 12.3680 12.3220 12.3660 11.9610 12.9070 12.2180 12.4040 12.4060 11.7770 13.3420 12.5120 12.3820 12.1180 11.5000 12.4320 12.1840 12.2550 12.4350 12.0920 13.0270 12.2290 12.4330 12.1300 12.1260 11.9980 12.5240 11.9790 12.5790 12.2860 11.9250 11.7460 12.7580 11.5430 12.2310 12.6490 11.9690 12.2790 11.8680 12.5260 12.0510 11.4980 11.9400 12.2010 10.8930 12.0980 12.7020 11.8900 12.1180 11.9820 12.0390 12.2670 12.4860 12.4040 11.5800 12.5670 11.9240 11.8130 12.3540 12.6830 12.0590 12.1870 12.6830 12.1690 12.8770 12.3970 13.0680 12.4850 12.2030 12.0230 12.0640 12.0650 12.8750 12.4330 11.8930 12.4510 13.7350 12.3760 12.3330 12.1220 12.1660 12.3650 11.9710 11.8020 12.8730 12.1000 12.1360 13.0050 11.8750 11.9890 12.4800 12.2690 12.8150 12.6780 11.9630 12.4260 12.2310 11.9500 12.3130 12.6560 12.1400 12.0570 12.5120 11.7090 12.1730 13.0110 11.9340 12.0440 11.5740 12.4450 12.3760 12.3800 12.5240 12.4490 12.5150 12.0920 12.2280 12.4770 12.0930 12.0280 12.1980 12.0530 11.5340 12.5870 11.6500 12.3250 12.3590 12.0890 12.5900 12.5750 12.5960 11.7330 12.0910 12.4630 12.4550 12.4470 12.1430 11.8000 12.0460 12.4310 11.9810 11.9520 11.6080 11.0380 12.0170 12.2420 11.5930 12.1410 12.1620 12.9410 11.9050 12.3140 12.0050 12.4290 12.0370 12.3870 12.2250 12.1700 12.0940 12.2690 12.8690 11.6390 12.1240 12.2340 11.7300 12.5180 11.8600 12.3670 12.2850 12.3910 11.6910 12.0530 11.8950 11.8500 12.4150 12.0630 12.3800 11.9170 12.3020 12.2980 11.7310 12.0010 12.1750 12.2800 12.2250 11.9320 12.5430 11.9310 12.5660 12.3910 11.6860 12.6740 12.0940 11.9430 12.9540 12.0530 11.5630 12.3180 11.5790 12.1970 12.3130 12.1770 12.4830 12.2960 11.6880 12.5270 12.5380 12.5370 12.6610 11.6720 12.1830 12.9160 12.4140 11.4710 12.6070 11.9660 12.0840 12.9180 11.6700 12.3990 12.9400 12.7520 11.7020 12.3710 12.4930 13.7720 11.7980 11.2420 11.8720 12.0280 12.7550 11.8660 11.8570 12.3250 12.8250 12.1500 12.3740 12.0790 12.0040 11.8860 12.1170 12.7820 12.1480 12.5220 11.0550 12.4960 13.0040 12.7400 12.0370 11.1390 NA 12.0300 12.7230 12.3170 12.4660 12.3180 12.9480 12.8960 11.5970 12.1960 12.2110 12.4210 12.6100 12.2960 12.0730 12.1800 11.8410 12.3260 12.6730 11.7590 12.1460 12.3890 12.0920 12.1710 11.6340 12.4200 11.9010 12.4250 12.4470 12.3590 12.8970 12.5370 12.6080 11.9350 12.7730 12.2100 13.0130 12.5690 12.3270 12.4980 12.3210 12.2100 12.0070 12.5820 12.7770 12.1370 12.8190 12.1980 11.7260 12.1790 12.3840 11.9210 12.3630 12.9910 12.4440 11.8200 12.9270 12.3250 12.7350 12.4890 13.0800 12.5470 12.3820 12.0740 13.0680 12.6980 11.8600 12.2660 12.5540 12.2720 12.3040 12.1490 11.7630 11.8470 11.5420 11.8710 12.4750 12.8820 12.3200 13.6580 12.3890 11.8130 12.3270 12.3990 12.0660 12.5610 11.7970 11.9610 11.7600 11.9010 12.1190 13.1620 12.4420 11.9450 12.0930 12.4470 12.6170 12.4140 11.8400 12.4700 11.8180 12.4040 11.5030 12.7430 12.4780 12.7990 12.0980 11.4040 11.7920 12.5800 12.6960 11.7850 12.4250 11.9610 12.1450 12.3220 12.3370 11.8040 11.7990 12.2420 13.2710 12.3480 12.1410 12.8850 12.8190 12.7920 11.6320 13.7010 12.7380 12.9760 11.3520 11.6221 12.4595 13.6352 11.9043 11.1412 10.0428 12.0990 12.1392 11.3330 11.9625 11.4444 12.4073 11.7195 12.2647 11.6432 11.2547 12.3882 11.6954 12.0137 11.4394 11.5679 12.5207 11.5248 12.2135 12.4022 12.0539 12.0970 11.6733 11.9364 12.7597 11.8772 12.1894 12.5790 12.0980 11.2507 11.3631 12.7285 12.1352 12.1272 11.9223 12.0508 12.5127 9.6302 11.4906 11.9113 12.0870 11.7988 12.3621 12.2155 11.8209 11.7557 12.0790 12.3290 12.1272 11.2727 11.2266 12.2868 11.4856 12.3470 11.7587 11.9063 12.1472 11.5559 12.0268 11.5468 11.8822 12.0780 12.5689 12.3239 15.1010 12.1673 11.7316 12.0800 12.0880 11.7547 11.5197 11.8792 12.0960 11.6934 11.7567 12.6753 11.6723 11.3982 10.8019 11.6362 11.7567 13.3942 11.3731 11.5970 11.8139 12.1101 11.8290 11.8470 11.3199 11.3601 11.9002 11.4675 12.0629 11.8430 11.6241 12.4043 12.9595 11.9796 11.4685 11.7346 11.7878 11.5227 11.1734 11.4535 12.37950
ENPP4 9.9619 8.2837 10.3630 9.0396 9.3834 9.5861 11.5330 8.5668 8.2330 8.4611 8.6374 10.7920 8.6836 9.4660 9.1542 10.1580 11.2050 10.1970 9.5509 9.8792 9.4958 9.5244 9.6544 10.9470 9.4969 9.4054 10.6100 9.1057 10.0640 10.7510 9.0341 10.0150 9.0175 9.9387 10.0000 8.6054 11.0090 9.9718 9.9982 9.2148 9.7448 8.8699 7.7613 9.9222 10.5920 9.6588 9.0098 8.7002 9.5982 9.6765 8.3751 9.5685 10.1910 8.6330 9.1938 9.6787 9.9751 8.4545 8.2539 9.8329 9.8462 11.5530 9.8880 10.5910 8.6440 9.5002 8.6528 10.9000 9.7338 8.8941 9.7988 8.7762 8.9944 9.2401 8.7663 10.2120 9.4263 9.0319 9.0230 9.8572 8.5184 9.2952 9.6985 9.5167 9.9376 9.3040 9.4021 8.9272 9.5090 9.3239 8.6770 9.5619 9.6599 9.6831 9.3371 10.1510 10.2340 9.2015 10.6890 9.7172 9.4252 6.6859 9.9222 9.5773 9.0737 9.4969 8.7398 9.7029 8.5007 9.8396 10.9330 9.7217 9.2489 9.7194 9.7745 9.3999 10.6090 9.6710 8.3487 8.9382 8.6473 8.1272 9.2004 9.6335 9.6159 9.7624 8.8104 8.3465 9.7117 9.5398 9.1641 11.3810 9.6048 8.7443 9.9641 9.5564 8.3905 9.2919 10.8540 9.2963 9.9960 9.1982 9.3834 10.6770 10.0890 10.5990 9.9905 8.8159 10.6810 9.5310 10.3380 9.5718 8.5679 9.5949 8.0523 9.5542 10.0630 9.7437 9.3503 8.2440 9.5696 7.8418 8.9724 10.4490 8.2297 8.4456 9.1376 9.7294 9.6588 8.8489 8.8192 10.5370 9.5365 10.2590 8.5459 9.2919 9.9597 8.9845 9.4186 9.8418 8.8236 10.5120 9.1156 11.0520 10.0140 9.9046 8.8302 8.2781 9.4781 10.1640 8.5492 10.0070 9.2346 7.5288 9.1773 9.7029 8.7057 10.1010 10.5360 10.1000 9.2566 9.6357 8.4379 9.5101 8.7586 8.6153 8.8820 8.8864 9.5431 9.5850 9.9398 8.3068 8.8115 9.6313 9.6137 9.2588 9.7393 9.3911 8.3365 10.3180 10.9290 9.9817 8.4522 9.1189 9.4858 8.5977 9.3481 11.5870 8.9338 9.0693 8.7696 9.5982 9.7261 10.2160 9.3206 7.9046 8.4126 10.1780 9.0142 10.0510 10.7740 7.9509 9.1520 11.7490 10.3480 8.1173 10.0740 9.0495 10.0360 9.1773 9.8781 9.9630 9.1365 9.2489 9.8693 9.6908 10.3320 10.3180 8.9217 9.9046 8.7729 10.1340 9.4539 8.6561 10.6830 10.1940 8.5724 10.2860 9.1839 8.8148 9.9222 9.6809 8.0578 9.2941 9.2115 10.7200 8.4346 10.5460 10.5730 8.5051 10.6050 9.4847 9.5354 9.7371 10.8310 9.6787 8.4886 9.4385 9.5795 10.8180 9.6291 9.5850 8.5635 9.1938 9.4693 9.1630 8.4192 9.3007 10.1670 10.1110 9.0407 8.9613 9.0418 8.9084 10.0280 10.7180 9.6335 8.8082 8.5558 9.5288 9.2963 8.7674 10.3130 10.9290 10.1790 9.1343 9.5707 9.8803 10.3290 9.3889 8.9900 10.5790 9.0363 9.9431 9.9696 9.5740 9.2533 9.1619 9.0219 9.6357 10.9610 9.9277 8.4522 9.8276 9.9543 11.1760 9.3504 9.5400 9.3095 8.6398 9.8362 10.0600 9.9734 10.0280 9.7648 8.8618 8.5589 9.2066 8.8865 10.3720 9.5962 9.1371 9.9524 8.0750 9.1361 9.6905 8.7694 9.5276 8.4208 9.6257 9.2504 8.3122 9.5057 9.6562 9.2533 8.8408 9.2094 9.8695 9.7838 9.9915 9.5981 8.9151 10.1700 9.5152 10.1230 9.7705 9.4962 9.5447 9.2495 8.1017 8.0188 9.8714 9.2923 9.4590 8.8142 8.4074 10.0070 10.2130 9.1437 11.7160 9.8581 9.1418 10.0350 10.2870 10.7650 9.5752 8.9637 11.7770 10.6260 9.2571 10.5080 10.5080 9.6524 10.0700 8.3770 8.4732 9.2571 9.1609 9.9276 8.9027 9.7352 8.5189 11.2300 9.1428 8.7951 10.1950 10.6160 9.3647 8.6294 9.5171 10.1200 9.5685 9.8495 8.9304 9.0247 9.4085 9.3380 10.9410 9.0685 10.6470 9.6705 9.4628 8.9732 9.3009 10.4390 10.2890 9.9695 10.5770 8.6408 9.8819 9.3018 9.7038 8.7808 8.7875 9.7343 9.3114 9.4447 9.9314 9.4657 9.1799 9.0751 10.7890 8.6789 10.0560 9.3647 10.6010 9.2237 9.5095 8.8418 8.3884 9.5533 10.6450 9.1942 9.3666 9.7952 7.5245 9.6724 9.1371 9.0123 9.4952 9.8171 10.7590 9.8600 9.8333 10.0490 9.2352 9.8533 9.4466 9.8124 8.9380 10.2900 9.0942 10.6960 9.8124 8.8646 9.1933 9.2161 10.0030 10.3130 9.3285 9.8838 9.9591 8.8770 8.9704 10.5780 10.2200 9.0580 8.5941 10.2870 10.3410 9.4847 9.8838 8.9980 10.3090 8.4665 9.3076 9.9896 8.2065 11.0470 9.0828 9.4504 9.9695 9.0828 9.6505 10.4170 10.2470 9.5123 9.1237 11.0120 8.8113 8.4465 9.4447 9.7248 9.8248 9.3971 9.1180 9.1694 9.8924 9.8743 9.9915 9.7552 8.7856 9.0818 10.2520 8.5579 9.4438 8.8180 9.3704 9.2209 9.5381 9.4752 9.4295 8.7522 12.1430 8.7551 11.1040 9.5171 9.8438 9.1028 9.4952 8.9780 8.5436 10.1830 9.1523 9.5676 8.9056 8.6541 10.0650 11.7260 8.4408 9.5181 9.7209 8.4903 9.7810 9.3704 8.4951 9.4761 11.1040 9.1199 8.9485 9.1075 9.3409 8.1122 10.0380 9.0018 8.7513 9.4447 9.1466 9.5552 8.9570 11.2510 10.9070 9.8352 8.6246 9.3018 10.3660 10.7780 8.7713 9.5847 9.0837 9.3371 9.9086 10.4590 9.6981 8.3131 8.5541 9.7848 9.9381 9.7771 9.4076 8.9789 8.0074 9.3209 10.5260 8.9485 9.1018 11.3920 9.0370 7.9264 10.3050 8.3208 9.7895 8.5074 9.1799 8.5141 10.5070 11.0660 9.1151 9.3218 9.2142 9.8705 9.8143 9.5181 8.7989 10.1870 9.2304 10.1140 9.7686 9.1190 9.2180 9.1894 9.3095 9.8086 10.8530 9.1056 8.2293 9.7105 9.8838 9.6457 8.9065 10.6900 9.2571 9.1285 10.5100 10.8730 9.6038 9.9000 9.8448 8.4798 10.2310 7.3730 10.0090 10.4570 9.4390 10.6160 9.9676 9.1504 9.9886 8.8446 10.2350 8.8189 9.7962 9.6114 8.7475 10.6250 10.3210 9.2094 9.5009 9.3571 9.4400 9.4161 8.4227 10.2710 8.3331 8.7837 9.4971 10.2610 10.0010 9.3028 8.4608 9.6343 9.5409 8.9351 10.3650 8.8608 9.6714 9.0675 9.7200 9.4419 8.4122 10.0600 9.1580 9.1656 9.2314 9.3457 8.6379 9.7962 10.4310 9.7124 7.6140 8.3703 9.8133 8.2598 9.0104 9.4523 9.1799 9.4962 8.3312 9.5019 9.4190 9.3799 10.0220 8.7561 8.1550 9.6990 11.4740 11.1630 9.7495 9.5304 9.8467 10.3370 9.9038 9.2933 9.8162 10.0830 10.5770 8.4589 9.2790 8.5560 9.4666 10.4540 8.2179 7.1263 10.5170 8.5408 11.4490 8.5551 8.8570 9.9334 9.2695 11.2870 8.2588 8.7637 9.2275 9.1390 9.5228 9.9514 10.1680 12.3720 9.7933 9.6724 11.1740 9.3104 9.3819 9.3447 9.3599 10.0170 10.6200 10.0470 8.9227 10.0440 8.0474 9.8714 8.9561 8.6246 9.1199 10.0220 9.1999 8.9904 9.8972 9.1609 9.4590 8.7332 8.2874 11.2390 9.4133 7.5702 9.2247 9.1047 10.0960 10.5090 9.5019 9.4342 12.2290 10.3950 9.9743 9.0818 8.7246 8.9923 9.1618 9.5019 9.5657 8.6503 10.6720 9.4771 8.8856 9.0066 10.1060 9.3866 9.4142 9.6047 10.3890 8.8294 9.0599 9.5809 8.6484 8.6846 10.3850 10.5900 9.8029 8.9799 8.7961 9.3085 8.8704 9.4838 9.5181 9.9448 9.5866 10.8130 9.7333 9.7943 10.2480 8.5941 9.6047 9.9314 7.9398 10.2240 8.6427 9.3685 9.8819 7.9531 8.0807 8.4255 9.0666 9.5771 10.2590 10.3700 8.8751 9.1771 10.6450 10.0980 8.2341 10.9270 9.3599 9.7257 9.2018 10.1320 8.6808 8.1960 7.2044 9.0132 8.8875 9.7562 8.5208 9.6771 8.8999 8.7141 9.3638 9.9724 8.6970 7.7045 9.0885 8.9542 9.4019 10.2830 10.2490 9.4485 8.9942 8.6065 7.9426 9.5333 9.8800 10.2610 9.4400 9.8552 11.1970 9.7133 9.5161 8.5617 9.3180 11.1192 9.5523 9.5504 8.9265 8.9656 9.2409 8.9018 8.2350 9.9067 10.0362 9.1323 11.3459 9.7819 10.0096 9.8181 9.1218 9.5657 9.7076 8.4579 9.9095 9.8419 9.1675 10.7230 9.4276 8.8360 10.6220 8.7903 9.1742 9.5200 9.4247 10.3677 9.5019 9.9753 8.0845 10.3458 9.5828 10.1601 9.7343 8.5970 8.1340 9.1409 8.3064 9.2075 9.0685 10.3115 9.9191 10.5106 9.2771 9.8657 9.3390 8.9865 9.5952 10.2591 8.1045 11.1802 9.7543 10.3048 9.6019 11.1535 10.4277 9.0494 9.7667 10.2105 9.5962 8.5036 9.3218 9.3352 9.6714 10.0981 8.2541 9.9772 8.8522 9.4190 9.0599 10.2143 10.7782 9.2561 8.3826 10.3782 11.4688 9.4190 10.2582 10.0553 9.5276 9.7857 8.5760 7.9131 8.5198 10.3972 11.9184 7.6864 10.2877 9.5123 9.7638 9.9762 8.5598 9.0466 9.7095 9.2590 9.2409 8.1502 8.6398 10.2591 9.6676 9.7648 9.0342 9.46150
SEMA3F 8.2284 7.3826 9.6703 7.2874 8.5348 6.7404 7.9285 7.0881 7.7268 7.6107 8.0332 7.5197 7.8423 7.4957 6.7541 6.9762 8.4864 7.2402 8.8658 7.8243 7.8196 6.6183 7.3359 6.0772 6.6213 6.9529 6.5375 8.0488 8.4911 7.1216 8.2523 7.6131 7.0654 6.5943 9.2244 6.7487 7.4664 7.7705 6.9529 7.8423 8.7617 7.7489 9.1029 7.2958 7.6873 8.2236 7.1839 5.9874 7.5951 7.6382 7.5532 6.7464 5.7288 7.8459 8.2493 6.6320 6.3782 7.7896 7.0349 7.3323 8.2912 8.0297 6.7888 7.1767 7.5981 6.8469 6.5428 7.2916 7.3916 9.8564 7.9925 6.5566 5.4984 7.2851 7.3928 6.7571 7.2785 6.0143 6.2753 6.7703 7.0384 7.8249 9.0837 7.7417 8.6659 7.6077 7.0217 6.7709 6.1556 8.2781 7.4048 6.6817 6.2250 6.3046 7.5502 7.3192 7.3736 7.2509 7.4772 8.2936 6.1095 6.6901 8.7737 7.0097 6.8768 8.1338 7.0875 7.5245 7.0995 7.1749 7.9231 8.1619 7.4030 6.8391 8.7042 8.5600 7.8423 7.9770 7.7765 7.5245 6.9942 7.7699 7.0145 7.5592 6.5835 6.7817 6.7362 9.2549 8.6581 7.1635 6.3423 6.8547 7.4383 6.7912 8.4977 7.1360 7.5197 7.9746 7.7100 6.9870 8.5462 7.1426 7.2084 6.4501 6.0999 6.4459 7.7328 8.1625 6.5662 8.2613 6.6727 7.4060 6.2681 8.5468 5.9658 6.3758 7.1600 7.6759 7.2856 7.5394 8.0608 6.8732 6.7577 5.7138 6.9834 6.2328 8.6246 7.9465 6.9169 6.1161 8.0189 7.6125 6.6284 6.5333 6.4944 6.7475 7.2150 7.7435 6.9954 7.5215 8.7365 7.5514 7.6753 7.3329 8.4600 7.1905 8.6551 8.0925 6.4070 7.1971 7.1773 6.9451 9.2567 6.4567 7.1468 8.0428 7.0941 5.8539 6.6021 7.0319 7.3976 7.7687 7.3952 7.6238 7.7412 8.0051 7.0444 8.6061 7.2497 5.8701 6.1077 7.5981 6.9648 8.1889 8.4588 7.5819 6.9648 6.2914 7.4754 6.6709 5.4433 7.9937 7.0534 7.1582 8.4283 8.2781 6.3088 7.4389 7.2629 6.1771 5.5091 6.4991 6.9696 7.3497 6.7039 6.5758 6.6446 7.0570 7.0480 6.8972 6.2621 8.1961 7.7717 7.6382 7.8447 8.1206 8.9203 6.8074 7.4700 7.2396 6.6045 6.6655 7.3353 7.6723 6.5111 8.7647 6.3322 7.3431 7.0522 7.5712 6.7679 7.6813 7.2713 7.8579 6.3178 7.9423 7.3323 8.5648 6.6560 7.1294 7.1546 7.4772 6.1705 7.5855 7.2432 8.1673 7.0079 8.8269 8.0392 6.9020 8.1464 7.6891 6.7158 6.7260 6.7799 8.2236 7.8662 7.1151 7.4688 6.9948 6.1861 7.6208 7.5574 7.2515 8.9431 6.9038 6.6344 7.2108 6.2513 6.6638 7.1402 7.2491 7.8782 7.2928 8.2068 8.2870 6.0820 6.8290 6.1095 7.3156 8.1733 7.4850 6.7601 7.6765 7.2467 7.2964 7.9500 7.0295 7.5933 6.9110 6.5584 6.1526 7.0043 7.7926 7.5981 6.7386 7.5430 7.7842 8.4971 7.1659 8.4457 6.8409 7.0522 6.7637 8.7079 7.2095 8.1703 7.3381 7.2298 6.9080 7.3312 9.1311 6.7655 6.5622 6.1915 8.8125 7.8130 8.3736 6.9864 6.1537 6.0486 7.6664 5.6904 7.2680 8.0177 8.9785 7.7835 6.2192 7.2418 8.0324 7.2482 7.5852 6.6765 8.5442 8.1947 7.7148 6.6599 7.5719 7.2478 7.4004 7.5733 7.3815 8.1818 7.4958 8.4986 7.2579 8.0431 8.5258 8.9831 6.7355 7.7222 8.0924 7.0182 7.3409 6.6567 6.4917 7.9306 7.1795 7.4197 7.8015 6.9407 7.2782 6.7355 9.0324 9.1578 7.0435 7.8798 7.1473 6.8388 8.7249 7.2989 9.2611 7.5414 7.0108 7.1385 7.8600 6.3142 7.1671 7.3003 7.3672 8.0781 7.6364 6.9204 7.7586 7.1731 5.7803 5.9730 7.0818 7.3506 7.1532 6.5147 6.8600 8.7079 7.3123 7.7535 7.0269 7.6862 8.2123 6.8471 7.3068 7.3593 6.4271 6.8918 6.7189 5.9061 6.7222 6.5419 9.3201 8.5497 6.6396 6.1947 7.5018 7.8176 5.9278 7.1606 6.8964 7.6530 7.5202 9.2385 8.0873 6.9864 8.0071 6.5714 6.3455 7.6622 7.5023 6.3686 6.6300 7.8222 7.8268 6.1196 6.7291 7.4326 7.0149 8.1311 8.0417 6.5816 9.1394 8.4248 7.9476 8.0975 5.7794 6.8872 7.9315 6.9435 7.7673 9.5815 8.7152 7.3934 6.5327 6.3063 6.1588 8.6747 6.6765 7.3930 6.8254 7.6078 6.3248 6.9094 7.1477 6.6373 7.2561 6.9476 7.0440 8.7973 6.6807 6.9725 7.2293 6.7480 7.7637 7.2828 6.2593 7.0168 6.1754 8.3736 6.8190 6.2132 8.7715 6.9034 7.4884 7.1975 6.9333 7.2611 7.1763 7.0329 6.9642 7.0726 6.4976 6.4225 8.6793 7.7756 6.9287 7.5018 5.7918 7.1901 7.5322 6.9389 6.7060 6.8444 6.6267 8.1081 8.3188 7.2321 7.7443 7.2455 6.4184 7.7480 7.7641 6.4497 6.1191 8.9425 7.3409 7.2256 6.4479 6.6401 6.8789 7.4322 7.0348 6.9877 6.7747 7.3022 7.9246 5.4497 7.5866 6.7692 7.6267 8.4442 7.5202 6.4110 7.3363 7.6304 8.3377 6.9084 7.8711 7.4654 7.0260 7.6060 6.6014 7.3510 7.8600 8.0191 7.5331 7.9472 6.8268 6.4119 8.2865 6.7591 7.2436 8.5082 6.8102 8.2473 6.6254 7.0629 8.2496 7.8088 6.2312 8.5737 10.0480 7.1648 8.8024 7.0799 6.9840 8.4714 6.9619 6.5299 7.1242 7.1030 7.2367 6.8278 7.6189 7.5451 6.3151 7.3211 7.8171 7.5995 7.5645 7.2330 7.4870 9.0652 5.9486 8.0163 8.3911 7.5539 6.8609 7.1214 6.6807 7.4658 7.0758 7.5880 7.3658 7.2994 6.8540 6.7803 7.3303 6.5700 6.9817 7.2261 7.1698 8.0371 6.4645 8.2731 7.2851 7.1182 6.5050 6.7010 8.5059 7.1399 6.4852 7.0237 7.8503 5.8739 8.0753 6.8845 8.2164 7.4248 8.1311 7.0601 8.6184 7.3607 7.3349 8.3427 6.5548 6.9887 7.8116 9.7337 6.8010 7.4681 7.1560 6.9393 7.7664 8.3174 7.8909 7.1399 6.9946 8.9264 6.2160 7.5705 7.4797 6.8545 7.1330 7.9633 8.2288 7.4442 7.3768 7.2478 7.3838 7.9831 6.6839 7.1915 7.3796 8.4654 7.6816 6.3921 6.7083 7.3372 6.6258 8.0131 8.7789 7.9817 8.9144 8.7245 9.0062 7.2196 7.8462 7.8356 6.9292 6.7909 7.3483 7.7826 7.7480 7.4165 6.1035 6.9412 7.3215 6.8139 6.8799 6.2302 6.8167 8.2726 7.9937 9.1767 7.0878 7.0726 8.0495 6.8900 5.9453 6.4502 8.2786 8.8383 9.4898 6.5604 6.5156 8.7996 8.3584 6.9075 7.0965 6.4552 7.5926 7.2616 9.4165 6.0039 6.5931 7.4921 7.8854 8.7152 6.2653 6.5299 8.6097 8.6507 6.9338 7.8324 9.4432 6.6987 7.4778 6.6904 6.6622 7.3450 7.2501 7.1302 8.1850 8.0251 7.7508 8.6276 6.6406 7.3243 8.7383 6.3340 8.2247 6.2289 7.0855 7.5069 9.0412 7.7046 8.4082 6.2376 7.7019 6.8282 6.6655 7.5059 7.6401 7.7203 6.9831 7.1648 7.4571 6.1731 7.1016 7.8688 6.8702 6.8937 7.0638 6.5650 7.1343 7.0896 6.5456 8.1726 8.1532 7.9140 8.2210 6.4986 6.5253 6.5304 7.0265 7.2888 5.9195 7.4580 8.1915 6.5594 7.8015 6.6645 7.4953 7.3930 7.1579 6.2528 7.7973 6.7531 7.8222 6.8554 8.9854 6.0956 6.1362 6.4792 5.9864 7.6244 7.2538 7.9536 8.0753 6.9333 7.0620 6.3119 5.4723 7.2381 8.1749 8.2325 6.7291 7.3460 6.3340 6.5908 6.0776 7.0089 8.0269 7.6968 7.2021 6.6904 7.0338 5.4857 7.2206 7.8125 7.6544 8.0785 7.2164 6.8444 7.8052 6.9656 6.9232 8.4635 7.4857 7.6383 8.3040 6.8660 8.3363 7.2856 8.3828 7.3524 7.0080 6.7254 6.5156 7.7558 8.8305 6.0726 7.2496 8.6069 5.9541 8.3473 7.1044 6.1800 7.4548 7.7872 5.5078 6.9375 7.1625 6.6899 7.0915 7.1546 6.0629 8.0320 6.2671 8.1731 7.0117 6.1643 7.3054 8.1809 8.1527 7.9462 6.5387 5.8448 6.6645 6.9660 7.0878 8.4390 7.8826 6.9121 8.0439 8.1311 6.8973 8.6106 7.0831 8.1638 8.7318 6.4833 7.3745 6.3635 7.5788 5.7973 6.7065 6.5516 7.3298 6.9296 7.5257 5.9508 6.6189 7.2076 6.1228 7.4321 6.5142 8.3662 7.8959 8.0942 6.5663 8.6931 7.3427 6.6530 7.4644 7.8286 7.9937 6.5834 8.0707 5.6636 7.6013 6.8088 7.5801 8.4105 7.5986 7.7521 5.8374 7.2620 7.4363 7.8522 8.4722 6.3063 7.4455 5.9624 7.1915 5.4271 8.2758 7.9485 5.9831 7.6345 6.9375 7.6558 7.0924 7.2205 6.6839 6.9342 5.8969 5.2528 8.2671 8.3593 7.2759 8.7281 7.0430 7.4833 7.5871 8.0942 7.5414 5.9435 6.3100 6.2998 5.8596 6.8706 7.4875 7.8946 7.7300 6.5765 8.7747 7.6857 7.9149 7.5405 5.3593 6.5368 7.3229 8.5534 6.6355 7.3031 6.3561 6.7678 6.6908 6.95785
CFTR 4.0713 4.0962 4.8268 4.9354 5.3265 5.6654 5.1613 4.6548 5.3867 6.0285 6.8503 5.7076 5.4804 6.5983 6.3916 4.3960 4.8982 6.2166 5.2842 6.1477 5.9788 5.7926 6.0577 5.3842 4.9025 5.6765 5.5462 5.2197 7.4009 6.6467 5.2464 7.4102 5.2979 5.7212 4.8156 5.1787 6.7616 5.2265 5.3656 4.9962 5.5716 4.9075 7.0645 6.6083 7.2085 5.9782 4.8963 4.9087 5.2669 6.5605 5.0235 5.8783 4.4121 6.5276 6.0595 5.2582 5.4686 5.2178 4.5021 6.4593 7.6436 6.9962 4.6654 7.3891 6.4847 5.1874 3.6617 4.6685 4.8311 5.0018 5.8671 4.8702 5.1104 5.6846 5.9900 5.3494 5.6213 6.4816 4.8926 6.3264 4.4115 7.3351 6.4841 6.0757 4.4500 6.5648 5.2675 5.5238 5.3836 5.7057 6.1595 4.4264 4.6623 5.5381 5.1899 6.4599 6.2712 7.9925 4.9714 5.3054 4.8547 5.1409 6.9043 5.6914 5.2805 7.8007 6.3246 5.9360 6.0341 5.9354 5.1036 6.9372 5.8485 5.2091 7.3935 6.8510 4.6008 5.9397 6.0291 5.9441 5.1278 4.7237 5.3662 6.6294 5.2029 5.6263 5.1247 5.7492 4.9298 5.3891 4.4854 5.7734 9.0427 5.0502 6.7281 5.1415 4.8746 4.7225 5.8559 4.8721 5.3072 4.8404 6.2973 5.5356 4.9683 5.5164 7.0483 6.7001 5.6604 5.0577 5.1700 6.0316 5.0297 5.1669 5.7498 5.3935 6.4053 8.8770 6.3817 5.8280 5.3656 4.6163 5.0595 5.2563 6.2557 5.1291 6.5710 5.3054 5.0403 4.7498 5.3562 5.0813 4.7721 5.5375 4.7740 5.1260 6.3507 5.1862 6.1812 6.6318 5.5462 6.1464 5.4574 5.1874 5.3811 6.6560 5.1402 4.3563 5.3525 6.3302 5.2911 4.6579 5.8137 5.5698 5.1378 5.9335 5.4643 4.7678 4.0515 5.1229 7.3817 5.1930 5.2569 4.7194 6.0614 6.4090 5.1440 6.1408 4.5009 5.0794 5.3445 5.8112 5.3978 5.9217 5.1284 5.8398 5.8553 5.3891 5.2184 7.6281 4.9491 6.4556 6.1433 6.3295 5.2222 6.7864 5.1396 6.7746 5.9354 4.9379 4.4134 5.6176 5.1800 5.7814 5.1936 4.1167 5.4748 5.5530 6.3488 5.0757 5.5003 6.1644 4.9937 5.7672 6.7169 5.8975 5.2408 5.0546 6.7938 5.2749 5.0198 5.3724 5.3202 6.0931 6.8081 5.4084 5.3792 5.5468 5.3482 9.9298 5.1415 5.5474 5.1235 5.8230 5.4512 4.6027 5.7144 5.6120 4.5667 8.1036 5.9552 6.1998 5.1887 5.6343 5.7368 5.4065 5.7914 5.4587 4.4115 5.9447 6.5623 7.0006 6.6430 4.9143 5.0862 5.2991 5.5356 5.0782 5.6803 5.3358 4.7591 6.4779 6.0558 6.0068 6.6635 5.4400 5.0651 5.9925 5.9962 5.3022 6.2966 4.8206 5.0471 6.3972 4.6194 7.1359 5.4376 5.8851 5.7641 7.2681 4.2824 5.4612 5.9428 6.8714 9.2023 6.1489 5.8280 5.5238 6.8131 5.1762 4.9596 5.1272 5.8280 7.2513 6.7827 5.3985 5.3693 4.9739 6.5158 5.4667 6.5878 4.3358 5.1520 6.0604 5.5084 5.8937 5.8928 4.8178 5.2205 5.9210 4.9344 4.7951 5.1248 5.7434 5.5904 5.8500 4.9026 5.8901 5.4200 5.9693 6.4431 5.0674 4.7112 6.3319 5.0875 4.7914 5.3353 5.7334 6.2171 5.2096 5.0101 5.5029 5.3799 5.5585 4.5227 5.7789 5.6769 5.0009 8.2177 5.3417 6.5715 5.6660 5.6751 5.1777 5.5740 7.1217 5.5257 5.3954 5.4027 6.1707 5.5311 4.9399 6.0595 6.2253 5.5639 5.7261 5.0993 5.3034 5.2414 6.1042 5.3644 6.0677 6.3538 5.3699 5.4091 5.9693 8.1175 7.0498 9.9376 4.9627 5.8218 4.8816 5.8218 5.9766 6.0213 4.8452 5.3198 5.2451 5.5867 5.2870 5.6177 6.5196 6.0686 5.4054 6.4640 5.1012 5.4847 6.0723 5.6851 5.1804 4.8734 6.9942 4.6156 5.4674 4.9180 6.9733 5.8418 5.0602 8.2058 4.9463 5.0565 5.0146 6.0531 8.1439 5.8691 5.8463 5.6368 4.6876 5.3526 4.2002 5.2788 5.1385 7.3695 5.2178 5.9101 8.7807 6.0149 5.4810 4.7112 6.3237 5.2023 7.2229 5.6359 5.1294 6.2745 6.0012 4.6539 5.7543 6.6061 6.0668 4.6921 6.6535 5.7288 4.8625 5.6696 6.5815 5.5885 5.8017 5.3225 5.4419 5.1021 5.3936 5.0219 5.5384 5.8172 4.7777 4.8160 5.7170 5.3499 5.6441 7.1873 5.7270 4.9517 6.1452 4.7586 7.3695 5.3234 6.5050 5.4610 6.4913 5.4765 6.0623 5.9912 6.5852 5.3271 5.5676 5.9693 4.8388 5.4528 5.4109 5.5566 5.2761 5.3034 5.3963 5.7607 5.9657 6.1953 5.4072 5.7707 6.1288 5.9593 5.0274 5.5712 6.0276 6.2845 5.4318 3.9906 5.9466 8.9255 5.2797 5.9848 5.7024 4.5791 5.1330 5.2496 5.3544 5.3453 5.1768 4.9864 5.7516 4.7951 5.0356 4.8306 5.3990 5.0173 6.2964 4.3806 6.3201 6.3419 5.4410 5.9602 5.7379 6.1415 5.7361 4.6074 5.2050 5.5075 5.4519 5.5858 5.9065 5.5157 5.3007 9.0002 5.9912 6.3811 5.2496 6.4695 5.6587 5.5412 5.7798 6.3337 4.8279 4.5846 4.6411 5.6742 4.9964 5.4801 12.5270 6.1032 5.8883 5.8454 5.4683 6.3784 5.3143 5.8054 5.2961 5.4127 5.8145 5.4173 5.6068 5.6651 6.0677 4.9700 5.0720 5.2442 5.4464 5.3972 4.7368 5.0848 5.5211 5.8181 11.7820 5.7079 5.3152 7.9608 8.2213 5.4419 6.2016 5.8299 6.5487 5.9511 6.0158 5.6878 5.7908 6.6744 5.6678 5.9611 5.6687 5.3553 7.9772 5.1795 5.1868 5.2752 5.6259 6.0030 6.9177 5.0438 6.1124 6.0950 5.7625 5.4127 5.5913 5.8810 5.4619 6.2044 5.9484 9.2826 5.0583 6.9860 6.1060 6.8412 5.8008 5.0993 5.7598 5.0182 5.7215 5.9511 7.3850 6.2645 6.2672 4.8333 6.1078 5.7789 4.9800 4.5810 5.6988 5.9247 5.1194 5.7334 6.2071 5.4983 5.1786 5.2369 5.5439 5.0529 6.3529 4.8552 6.4522 5.0711 7.2866 5.7534 5.9147 5.0793 6.2162 4.9727 5.3863 5.1631 5.9912 5.0948 7.3377 6.1980 4.5236 5.7234 5.4473 5.3389 5.0028 4.7568 5.5885 5.2670 5.8573 5.9912 5.5166 6.0814 6.0841 5.8054 5.0419 5.0893 5.1431 8.5812 5.5648 5.5740 6.0021 5.2588 4.4662 6.3875 6.6735 5.6605 5.5676 6.5806 4.8251 5.7662 5.5776 5.9529 5.8500 6.1652 6.2144 4.5873 4.5236 6.0131 5.2861 4.8497 5.7470 6.5059 5.9220 6.5496 6.7892 6.4431 6.0577 5.0237 5.2223 5.1786 7.6064 5.0474 5.2433 4.9609 5.8564 5.4829 4.9235 5.7443 4.9827 5.3371 5.6969 4.7103 5.0337 5.0319 5.9429 6.4485 4.2831 5.6450 5.2424 6.0304 5.8181 7.0807 5.9365 5.5120 5.6550 5.1895 5.2533 5.1148 5.5239 5.7953 4.9991 5.5576 5.3599 6.1069 5.0173 5.2187 5.5648 5.4218 4.5254 5.1267 6.1461 4.9108 5.4829 5.3644 4.9791 4.9773 4.9654 5.0966 5.3098 4.8279 5.4364 4.9927 4.7131 5.6423 5.7653 4.6466 4.9026 7.6137 6.0112 5.0037 7.2566 5.1904 6.6280 4.7550 5.3936 4.6557 5.6569 5.7097 4.7641 5.6714 4.8789 5.5020 6.2818 5.2551 5.8035 5.2405 5.4118 5.7680 7.9644 6.2854 5.5157 10.6000 5.4783 4.9900 5.8290 4.4580 5.0775 5.1658 5.3407 7.8451 4.9162 4.5199 5.2332 5.1358 5.0957 5.0756 5.3316 8.9756 4.9089 5.6432 4.9845 4.8315 5.1367 5.4045 5.4938 4.9272 5.4701 4.9681 5.4364 4.7632 5.5412 5.6569 4.9891 4.8907 4.7067 4.9982 5.4583 5.4173 4.8442 6.0258 5.6450 5.0428 6.6298 8.4063 5.4519 5.6304 4.9627 4.6848 4.8324 5.9001 4.9372 5.0629 6.0386 4.8187 5.6022 4.8361 5.6578 5.5794 6.1889 5.4036 5.6177 5.1321 5.5293 5.1230 5.5056 5.3462 5.8828 6.0231 5.6323 5.5147 4.9499 6.2636 5.4810 5.4865 5.9611 4.6129 6.3957 5.1786 5.6651 4.5664 5.7653 6.0267 3.7538 4.7641 4.2430 4.5491 5.6660 5.9411 4.7513 5.9721 4.9472 5.2223 9.7172 7.2949 6.3820 4.2703 4.7167 5.0702 4.3733 4.7987 5.2606 4.2230 7.0134 4.5527 4.3951 4.3778 5.4291 4.8488 5.6277 4.4881 5.0702 4.1938 5.2141 5.4774 4.3232 5.0921 5.1258 5.2579 6.0267 4.7504 5.7999 6.3101 4.7058 4.7368 5.3745 4.6748 4.1200 3.9169 5.7908 5.5749 4.5436 5.1513 4.4498 4.8178 4.2430 4.0052 4.9436 5.2324 4.6557 4.5591 8.3370 5.2770 5.8673 5.6897 4.8834 5.0638 5.1331 3.8586 5.4911 6.9004 4.4134 4.3942 5.8518 6.2955 5.3808 4.7386 5.3235 4.1574 6.1761 5.5257 4.8342 4.2876 4.2357 4.7422 4.3405 4.5855 4.4106 6.1215 5.4656 4.3532 4.5591 4.7322 4.0845 5.6514 5.7571 5.6232 4.5673 4.4890 6.0869 4.1911 4.6320 4.3660 4.4279 7.2775 3.8467 8.97860
ANKIB1 7.9097 7.9659 8.8805 8.9959 8.3236 8.0768 8.2322 8.7116 8.5584 7.9947 8.7798 9.0457 8.2037 8.8229 7.8828 8.3584 8.2547 8.4082 8.1865 8.2652 8.5127 8.1479 8.1839 9.0873 8.8401 8.4270 9.3637 8.1663 8.7719 8.1884 7.6142 8.3322 8.6356 8.3360 7.9786 8.5517 8.7727 7.3494 8.7405 8.2622 8.3154 8.3667 8.6640 8.6611 8.3573 8.0446 8.4390 8.0060 8.8079 8.6551 8.0888 7.8858 8.9573 8.2082 8.1738 8.2772 8.8408 8.1277 8.3846 8.4217 8.9139 8.4629 8.2360 8.8244 8.6607 8.5865 8.4727 8.8723 8.1311 8.0839 8.3427 8.1614 8.3258 8.4521 8.4131 7.7045 8.2180 8.8139 8.3146 8.8423 8.8120 8.2536 8.6906 8.1667 8.6858 8.0034 8.1895 7.5813 8.1225 8.5258 8.5652 8.7487 8.1667 8.0869 8.0086 8.2786 10.9380 7.9015 8.2708 8.1985 9.3023 8.3648 7.9745 8.1502 8.6341 9.0532 8.9045 7.7607 9.0502 8.1198 8.2086 8.7097 9.1229 7.8509 8.6401 8.6371 8.5723 8.1243 8.4037 8.9809 8.6543 8.6004 7.9805 8.2562 8.6753 8.1565 8.5577 8.2191 7.9191 8.2768 8.6281 8.1846 8.2955 8.7052 7.9880 8.8715 8.6831 8.8116 8.6667 9.5322 8.2700 8.4678 8.5880 9.5236 8.2326 8.0112 8.3082 8.5888 9.3086 8.2034 7.7891 7.9195 8.6150 7.9685 9.2764 8.4779 8.0944 7.9846 8.9685 7.8768 8.0981 7.7861 8.1981 8.3637 8.0992 7.7266 8.6925 8.5914 7.8569 9.1768 7.7970 8.0041 8.6446 8.2206 8.7348 8.9670 8.7948 8.2944 8.2079 8.2045 7.6794 8.1858 7.7790 8.9760 8.2352 8.2547 8.3858 8.0461 8.2127 7.4666 8.5052 7.9300 8.7026 7.9352 7.9509 8.5026 7.6607 8.2854 8.2049 8.2704 8.7974 8.0064 7.9625 8.8854 8.4730 8.3622 8.0580 8.1345 8.4011 8.5120 8.2517 8.4805 9.2607 8.0944 8.4824 7.8562 8.6603 8.4221 7.9397 8.4700 9.2236 7.9344 8.5112 8.5655 8.4034 8.5390 8.6307 8.2217 7.9940 8.1292 9.4794 8.1925 8.0442 8.5854 7.8974 7.9981 7.8888 7.9187 8.7326 8.1757 8.6307 8.4498 7.8539 8.7401 7.8831 8.2513 7.7640 8.0861 8.4079 8.3970 8.3041 8.2034 7.9577 8.2835 8.5060 8.1423 9.0322 7.8255 8.2434 8.5985 8.0693 7.8547 8.1719 8.7082 7.4056 8.3670 8.4483 8.0285 8.6603 8.8667 8.5655 8.2948 8.0236 8.0532 8.4296 8.2697 8.2719 8.4464 8.4056 8.3169 8.1217 8.1423 8.6614 8.1453 8.0026 7.7341 8.1715 8.7787 8.5891 8.6828 8.4079 9.0948 9.1877 8.4678 8.6258 8.2610 8.6974 12.8660 8.6071 8.5453 9.5435 7.8906 8.2131 8.3985 7.5745 8.5240 8.6487 8.3011 9.0476 8.5655 7.8764 7.7558 8.2434 8.4442 8.8393 8.2783 7.9532 8.2985 8.4461 8.2090 8.5075 8.1547 8.4064 8.6577 8.5607 7.7809 8.2742 8.4056 8.3401 8.3816 8.9667 8.3434 8.2772 8.0002 8.4328 8.7634 8.0682 9.1403 8.3733 7.8103 8.4753 8.0984 8.9448 8.4668 8.7710 8.2061 8.4271 9.1932 8.6822 8.3620 8.2958 8.3506 8.5565 8.0077 8.7294 8.9117 7.8557 9.2036 8.0824 8.3724 8.5906 8.4167 8.6737 8.2184 8.6255 7.9444 8.8626 9.2867 8.4337 7.9029 8.4678 8.0417 8.4385 8.5783 8.1324 8.2118 8.2873 8.1456 8.5244 9.4804 8.8683 7.9010 8.8125 9.2546 8.7228 10.7330 8.9741 7.9671 7.9794 8.5830 8.0918 8.1985 8.5443 9.0043 8.7426 9.3878 8.2382 8.4668 8.6246 8.3846 9.1441 8.4838 8.3827 8.3043 8.5150 8.1730 8.5159 8.4035 8.6208 8.0399 8.4045 8.3912 9.2027 8.8749 9.0959 9.0477 9.3028 8.9316 8.0417 7.8793 8.2892 8.1995 8.5310 7.9690 8.2448 8.1230 8.6633 8.9854 7.9766 8.7436 8.2524 8.4621 8.2278 8.4215 8.8881 8.3195 8.5858 8.5452 8.5480 8.2467 8.4319 9.0402 8.4111 9.3434 8.5490 9.0562 8.3516 8.4149 8.7719 8.3714 7.9359 9.1885 8.9155 8.3468 8.1636 8.5301 7.9860 8.0937 8.6576 8.0550 9.5276 8.9533 9.0270 7.8198 7.9605 6.6570 8.5575 7.9161 8.4508 7.7036 8.0285 9.4454 8.3308 8.1664 8.5792 8.5688 8.3251 7.9350 7.4759 8.5358 8.3799 8.4385 8.1116 7.7631 8.6557 8.2543 8.0115 8.7426 8.6661 8.0465 8.3138 8.8097 8.5216 7.8339 8.2864 8.8229 8.6765 8.6841 9.3406 8.2089 8.3015 8.6283 8.4838 8.5660 8.0143 8.3119 8.3393 8.4668 8.7644 8.5216 8.5537 8.3223 8.1721 8.5008 7.5147 8.6350 9.2055 8.3393 8.2694 8.4073 8.3450 8.2581 9.0052 8.4781 8.4611 8.1201 8.8872 9.1762 9.2489 8.8135 9.0468 7.7697 8.8890 9.1687 7.9898 9.1601 7.6091 8.3865 9.0260 8.8182 8.4309 8.1995 8.8673 9.2423 8.5830 9.3103 8.2599 9.1082 8.2779 8.7049 7.6214 7.8415 8.3884 8.3563 8.1636 8.0408 8.4064 8.3242 8.3790 8.4007 8.3516 8.4149 8.6406 7.4551 8.6227 8.6642 9.0657 9.9073 9.0194 8.3365 8.5320 8.0956 8.4970 8.5972 8.5263 7.7187 8.3865 7.8972 7.7669 8.9675 8.6642 8.9911 8.8484 7.5430 8.5811 9.0024 8.5462 8.2269 8.1334 8.2571 8.3025 8.9174 8.4838 7.9019 8.8588 8.0578 8.2949 8.3450 8.4848 8.3487 8.5339 9.3576 8.8994 8.5802 8.4356 8.6935 8.5225 8.2193 8.0323 9.3103 8.2722 8.5395 8.1891 8.2779 8.4385 9.2593 8.8957 8.1721 8.2618 8.4536 8.2004 8.4706 8.9117 8.0408 8.0465 8.2184 7.9029 8.6510 7.4608 8.5613 8.1315 8.8796 8.4016 8.7351 8.5395 8.5301 8.7407 8.6963 8.8975 8.1192 7.9237 8.1787 9.1592 8.5537 8.3827 7.7329 8.5263 8.3638 7.8330 8.3062 7.4079 7.9775 9.1687 8.9986 8.3195 8.8494 7.4410 8.3185 7.7489 8.1466 7.8755 8.8021 8.9344 7.8840 8.3242 8.7955 8.3525 8.4526 8.3043 8.1409 8.8692 8.9316 8.5792 8.6605 8.4045 7.7300 8.7785 8.4111 7.0716 7.3238 8.2099 7.9076 8.5707 8.3676 8.2552 9.1753 8.4753 7.3267 7.8472 8.0125 8.6765 8.3355 8.0040 8.6359 8.4564 8.4564 7.9492 7.8982 8.4234 8.1192 8.0984 9.5720 8.7511 8.0153 8.3809 8.7483 7.8122 8.1258 8.0918 8.1693 7.8944 8.8550 8.0077 8.7936 7.7971 7.9407 8.7124 8.7398 7.8453 7.9596 9.2518 9.1715 7.9813 8.9845 8.2694 8.6170 7.9463 8.2023 8.0465 8.3006 8.8749 8.1683 8.1523 8.3648 7.9548 8.0899 8.4167 8.9013 8.9013 9.3018 8.8078 7.6658 11.7010 7.9520 8.2089 9.3944 8.4970 9.0591 9.0581 8.2269 8.4309 9.2168 7.4145 8.0323 8.2505 7.9133 7.3153 7.8594 8.3705 8.3553 8.1834 7.7678 9.1979 7.7867 8.3128 7.8547 8.0975 7.6960 7.5666 7.9123 8.2486 8.2137 8.6737 8.1853 8.9306 8.3346 7.9274 7.7395 8.7134 8.3922 8.8475 9.2792 7.6752 8.9372 8.7115 8.5254 7.6941 7.6601 8.1419 8.3818 8.2184 8.1268 7.9511 8.9797 8.5292 7.9870 8.9523 8.5915 8.8494 8.3941 7.9312 9.0515 8.4791 8.2930 8.6123 7.7140 7.8953 8.1938 7.9104 8.6179 7.3626 7.9671 8.1551 8.3601 8.3232 8.1674 8.6350 7.7725 8.6368 8.4536 8.4479 7.6563 7.7744 7.8632 7.8764 7.5298 7.7234 8.2061 7.5430 8.4045 8.1995 8.8182 8.5688 8.1041 8.7662 8.1636 8.2864 7.8094 8.4385 8.2099 7.7527 7.7999 7.8519 8.0805 8.1201 8.1674 8.0361 7.9303 7.2681 7.7848 8.7275 8.2240 8.2297 7.9152 7.7858 8.9495 8.0682 8.2429 8.2146 8.5736 7.3201 7.9256 7.5987 7.6091 8.3846 8.2023 8.8626 8.5046 8.5339 7.5647 8.4120 8.1815 7.8207 8.5235 8.2004 8.5188 8.3997 8.3506 8.0096 8.3828 8.6359 8.4904 7.7933 8.3081 8.3497 8.5207 7.9964 7.8802 8.2099 9.4785 7.9123 8.8513 7.4703 8.4168 8.4536 8.0984 9.0506 8.5518 8.4782 8.6142 8.4300 7.7480 8.6888 9.0478 8.1910 8.5745 8.3648 8.3147 8.1409 7.8236 8.1655 8.5915 7.9671 7.9048 8.1844 7.9624 8.4272 8.0446 7.7829 7.6412 7.6016 8.0276 8.2231 8.3761 8.4961 8.2807 8.4640 8.1570 8.8966 7.8368 7.8330 8.2581 7.8056 8.9108 8.3204 8.3157 8.0512 7.3002 8.5065 8.6491 8.0503 8.3138 8.4753 8.0578 7.8906 8.7918 7.5543 8.1305 8.5339 8.6114 8.0115 8.7625 8.1834 9.2291 8.9344 7.7499 7.5836 8.1135 8.1551 7.7848 8.2439 8.2184 9.0855 7.8547 8.4442 8.2108 8.6557 7.7026 8.3705 8.5670 7.9454 8.1787 8.4555 8.2732 7.9879 8.2515 8.0521 7.8774 8.3950 8.3828 7.8632 7.3191 8.4224 8.3327 8.1532 7.7839 7.94265
CYP51A1 9.9704 9.9086 10.3710 10.8150 9.5464 9.2960 11.0760 10.7000 11.4010 9.5541 10.5390 10.2800 10.1020 10.3940 9.4959 10.0950 10.3890 10.7610 10.6260 9.9818 10.1660 10.9120 11.4850 10.8260 9.8355 9.7623 10.6810 10.9060 9.8669 10.2620 9.4794 10.5590 9.6242 9.7834 10.3630 10.3450 9.9009 9.6577 8.3175 10.0520 10.0420 10.5790 9.7638 9.7710 9.7149 9.2728 10.5550 9.3908 9.5067 10.6250 8.9147 9.4408 10.3820 9.9431 10.7760 9.9550 10.1630 9.9117 10.8360 10.4950 10.5290 9.3151 9.4614 9.9400 9.5680 9.0033 10.1840 10.7020 9.9668 9.9158 9.5747 9.6690 11.5760 9.4428 9.6355 8.7169 9.8932 10.1230 10.9000 9.7035 10.4800 10.2580 10.6830 9.6324 10.3720 9.3568 10.0940 9.0482 10.4310 11.0300 10.3170 10.5120 10.2370 10.0330 9.4877 10.7720 12.9680 10.6320 9.9014 9.8664 10.8960 9.7226 10.4100 9.6757 9.4944 10.0980 10.1760 9.4356 10.4920 10.4580 9.9333 10.2410 9.9184 10.5600 9.9200 10.4820 9.7489 9.4578 10.0290 11.8740 11.0670 9.8962 10.1850 10.4340 10.7220 9.2445 10.0870 10.1430 9.6773 10.2030 10.2340 9.5067 10.8410 11.1870 9.6273 10.0420 9.9308 10.1610 10.8890 9.6840 9.9514 10.4520 9.9261 10.9580 10.2940 9.5923 9.2697 9.8947 10.0680 10.0250 9.6675 9.4938 10.8400 9.6963 11.6360 11.0120 9.1280 9.5088 10.2570 10.2160 9.7051 10.1600 10.0250 9.9215 9.4985 11.1710 10.4890 10.3140 11.5530 9.8092 10.4770 9.8221 10.3590 8.7282 9.8622 10.7600 10.5960 10.2470 9.7056 9.6031 9.2403 10.3980 9.3666 10.1840 10.0190 10.3060 8.9832 11.0370 9.6160 9.3728 10.4280 9.8901 10.5960 9.4557 9.2445 9.5165 9.5485 10.1850 10.6550 9.3759 10.7390 10.0200 10.1330 10.8530 9.8288 10.0490 9.9947 9.8803 10.5460 10.5170 9.1203 10.3800 10.0150 10.2040 10.4660 9.6149 10.3050 9.7118 9.0981 9.2218 10.4730 9.4227 10.5130 10.2250 11.3510 10.5400 9.7262 9.9390 9.6711 10.7420 9.7087 10.4770 9.2646 10.2900 10.5700 9.7211 10.0540 9.8087 9.8004 9.1167 10.9000 10.4430 9.5170 10.1560 10.5690 11.2840 10.2650 10.0670 9.6103 10.0060 9.6788 9.2280 9.6726 9.0275 9.4660 11.0320 10.2140 10.2830 9.5933 10.2400 9.7716 9.1115 10.1550 10.6260 10.2040 10.2940 9.6422 10.1130 10.8960 10.5190 10.5060 10.6860 10.7170 10.2600 10.1950 10.0120 11.4170 10.0430 10.4260 10.4950 9.4088 9.8303 9.6938 10.1790 10.0500 9.7803 9.8081 9.8674 10.0290 10.8780 10.6380 10.8460 10.4910 9.6288 10.9500 10.7370 8.9745 15.8580 10.0820 10.1030 10.2900 9.9220 10.3540 9.8190 9.5608 10.1080 9.4877 9.7391 11.4470 10.0210 9.6793 10.5730 10.1230 11.2090 10.3690 9.2944 9.5335 10.5370 10.3200 10.0010 10.0320 9.9076 9.6175 10.3710 10.1190 10.0630 10.4390 10.6170 10.1970 9.4078 10.4020 10.1370 11.0320 9.1648 10.5780 9.6273 9.9913 10.4740 10.6040 10.4460 9.9382 9.7995 10.2270 10.1950 10.0830 10.4190 10.3540 11.9800 10.2390 9.2848 9.9628 9.8487 10.4630 11.9320 10.6900 11.3080 9.5977 10.6370 10.0430 10.1350 10.5680 10.2940 9.8929 9.5968 10.1160 10.0810 9.7178 10.7690 11.8270 10.3750 10.3010 10.4450 10.8640 10.1870 9.6961 10.3790 8.4455 10.0560 10.6010 9.8073 10.8740 9.5948 10.2370 10.8520 9.6450 13.0170 10.4740 9.1451 10.2340 9.8861 9.0113 10.2070 10.3920 10.7350 10.2950 10.6180 9.7572 9.8989 10.7100 10.8660 10.5730 9.3655 10.3770 11.1580 10.4490 10.1050 8.8076 10.0790 11.7310 9.5653 9.9638 9.6902 10.3040 10.6710 10.6260 10.6440 9.9992 10.5700 9.5643 9.3527 9.8969 10.8650 10.6120 10.8740 10.9270 9.6893 10.7950 10.9860 9.8369 10.5020 10.4750 9.4560 9.5682 9.7768 10.7730 9.8772 11.2440 9.6617 9.6853 10.7800 11.3120 9.8310 9.8703 10.6290 9.3478 11.2670 9.9205 9.9057 10.4300 10.6340 9.3301 10.8180 10.1730 9.4895 9.5082 10.4160 8.9877 11.0630 10.8220 9.7512 9.9933 10.1140 10.5960 9.8241 9.1756 8.6993 10.3560 9.5623 10.9540 9.7394 9.1402 10.2570 9.7985 9.8496 9.6322 10.8220 9.8516 10.6010 9.6450 9.7099 10.9020 10.2460 9.7522 9.8428 10.8430 9.9982 9.5151 10.9920 9.2396 9.5141 10.3400 9.8989 10.6020 10.2410 10.4800 10.5570 8.7397 9.4836 10.5620 10.2370 10.2940 9.2642 9.3990 10.9980 9.9451 9.9264 10.3100 10.3200 10.2810 10.8300 10.9770 10.0200 9.5544 9.6538 10.1670 10.0590 9.7542 9.8024 10.2280 10.8580 9.8359 9.0073 10.9630 10.8190 10.1370 10.6650 10.9840 11.1660 10.5670 9.2071 11.0340 9.2819 10.0930 10.9020 9.7522 10.3020 9.3311 10.0800 9.4246 9.2947 9.6096 9.5869 11.3190 9.7640 10.3620 10.6740 10.2190 10.4650 9.3488 10.2880 8.6777 8.7515 9.6243 11.0820 9.3311 11.0160 10.5360 9.3931 9.0752 11.0500 9.1540 10.2460 10.9040 8.6285 9.9815 10.8500 10.4280 11.4880 10.7530 10.9300 10.4620 10.2090 10.1470 10.5220 9.4629 10.7270 10.1400 8.7544 9.2022 10.2890 11.1070 10.7550 10.5090 10.2100 10.2980 10.0060 10.3150 9.7522 9.7916 10.4600 10.5390 9.9894 10.9040 9.3508 11.6780 9.9746 10.3980 10.7540 10.3980 9.5426 11.2930 10.3040 9.2651 10.4150 10.2300 10.3440 10.8120 10.1140 10.6090 9.5121 9.9215 9.8644 10.0010 10.5860 10.6760 10.5350 11.0350 10.2860 9.8605 9.9481 9.0034 9.6243 10.7450 11.0170 9.2957 9.7129 9.3911 11.0380 9.6322 10.2730 10.0500 9.8516 9.4718 10.9100 10.3190 10.5850 10.5520 10.8090 10.0850 10.6380 9.8467 9.8201 10.1210 9.5495 10.2440 10.3820 10.3980 9.4492 9.3271 10.3100 11.3980 9.6253 10.7850 10.9750 10.3700 9.7719 9.6027 9.0861 9.4236 10.5550 10.4630 10.8570 9.6745 9.0989 9.7257 9.9805 10.3500 10.3020 9.0585 11.8820 10.3430 10.5470 10.5370 10.4400 10.4330 9.1018 11.7890 9.7385 8.8194 9.0211 12.8120 9.6912 9.6027 9.4934 9.4206 10.0800 9.8388 9.5171 10.1430 9.8260 10.9250 10.0920 9.6519 10.8920 10.1250 9.7955 10.3080 9.4147 9.4669 9.5112 9.6952 10.2850 10.9350 9.8703 10.1560 11.2020 9.1235 11.3930 9.5466 10.8190 10.3520 10.8680 10.5110 10.8670 9.3695 9.5112 10.0430 10.1690 9.5131 10.0170 10.7380 10.8360 9.7434 11.0620 9.6194 10.5660 10.5300 9.5121 9.6637 9.8910 10.5200 10.3290 10.2140 10.2130 10.0330 9.2642 10.4060 10.4480 9.5003 9.7670 10.7830 10.2470 13.7990 10.1960 9.8851 11.1900 10.8130 10.6250 11.7750 10.2570 10.5280 10.9590 10.6040 9.0979 9.2327 10.3860 9.4767 10.2900 10.0480 10.1020 10.0180 10.3930 10.8580 9.7424 9.2032 9.3773 9.1254 10.4790 9.8900 9.2474 9.8851 10.0960 10.1440 9.6332 8.7328 9.1579 9.8870 9.6312 9.8044 10.3110 10.6240 9.2779 8.7377 10.3660 10.4260 10.8030 9.2022 10.1250 11.0600 9.7562 9.8152 10.3590 9.6391 10.5770 10.3590 9.9195 10.8940 10.3520 10.0710 8.9178 10.7870 10.1560 10.7310 10.3140 10.7090 9.0920 10.1820 9.9166 8.8420 9.5997 9.4265 10.2150 9.9510 10.0780 9.9244 9.6430 11.6570 9.8123 9.9963 9.2976 9.9116 9.8319 9.3980 9.2091 9.5604 8.3894 9.3950 10.1670 9.3990 10.2280 9.9776 10.1560 9.5407 10.4500 10.0330 10.5250 10.7340 9.7512 9.7257 10.6590 9.8605 10.4900 9.6656 9.8004 9.7286 9.7995 9.2120 9.7778 9.7237 10.2780 10.0240 11.2190 11.0480 9.7503 9.2868 10.0390 10.5070 9.9766 9.2179 9.7257 9.6647 11.3360 9.7434 9.8418 9.0910 9.9854 10.1110 9.7945 10.7630 10.4000 9.6538 10.1330 9.1156 10.3560 10.0660 9.5653 10.4530 9.4324 10.8317 10.4066 10.7687 9.3183 9.4718 11.0324 9.1855 9.7926 10.6447 9.3744 10.4046 12.1728 9.9717 13.4294 9.6440 9.7552 10.3515 10.8287 11.7389 9.7434 10.3731 10.2816 10.2983 9.6981 10.0209 10.9861 10.0602 9.4816 9.6233 9.6499 9.1077 9.8919 10.0750 10.6152 9.4285 9.6017 10.1242 9.7886 10.0228 9.3084 9.8408 9.3685 9.6971 9.7591 10.5227 9.8998 10.8779 10.3111 10.0779 9.9756 10.1330 9.7030 10.4863 9.6824 9.7079 10.6762 10.2747 9.7562 9.7512 10.3692 10.5168 9.9195 9.8555 9.4452 10.7165 10.0622 9.9254 10.3554 10.5109 10.0258 10.3210 10.9684 9.3311 11.2912 9.7906 11.8540 8.8273 10.9724 9.4915 9.4147 9.9254 10.3849 10.1911 10.4007 11.6149 9.7690 10.1261 10.4440 10.8740 9.4433 10.0720 10.4144 10.6063 10.2049 10.6358 9.5613 10.1409 10.1675 9.4147 8.6807 9.7227 9.2179 10.3308 9.3980 10.1557 9.8044 9.1687 9.4964 9.84935
KRIT1 5.5416 5.1471 5.9670 5.6125 5.8544 6.1310 5.9321 5.6955 6.0890 5.8235 6.6173 6.2715 5.7987 6.5255 5.3326 5.5211 5.7116 6.2849 5.6747 6.2244 6.1885 6.0352 5.9220 6.0823 5.9102 6.1710 6.3676 5.9653 7.0460 5.9327 5.4834 6.7342 5.6363 6.0218 5.7556 5.8027 6.5174 5.2754 6.1249 5.5228 5.9687 5.4458 6.7429 6.3474 6.6519 6.1286 5.6562 5.6975 5.8897 6.6441 5.7062 5.7879 5.8336 6.5033 6.3508 5.7405 5.7687 5.8185 5.6505 6.5097 7.2618 6.5037 5.2922 6.3760 6.5265 5.7597 5.2472 6.0618 5.7597 5.5873 5.6985 5.6834 5.5070 5.6730 5.6256 5.4969 5.7882 5.8312 5.7939 5.6568 5.7613 6.7033 6.3541 5.7351 5.6014 6.5114 5.5853 5.6531 5.8094 5.9257 6.1686 5.6458 5.6105 6.0352 5.6585 5.9892 7.5350 5.7832 5.4616 5.8144 5.9657 5.9952 6.0594 5.8249 5.9166 6.9882 6.4892 5.6199 6.6556 6.1999 5.8887 6.5591 6.1041 6.0665 6.7433 6.8316 5.5819 6.0164 5.9371 6.5941 5.9882 5.8635 5.6999 6.6878 6.0792 5.8034 6.0423 6.0319 5.6266 5.5940 5.5275 5.7708 5.9371 6.0302 5.4105 5.8165 5.5053 5.7190 6.1871 5.6938 5.9011 5.5974 6.2489 6.1303 5.6202 5.7402 6.5013 6.4798 6.3830 5.8030 5.7899 6.1942 5.8907 5.5234 5.9250 5.8269 5.7425 6.2594 6.4838 5.9697 5.7593 5.1256 5.5318 5.9072 6.1787 6.0292 6.4281 5.8430 5.7953 5.9482 5.9364 5.7224 5.4236 5.8249 5.7015 6.0171 6.2254 5.6783 6.1972 6.5198 5.4892 5.8464 5.7375 6.0604 5.9156 6.4439 5.6794 5.4307 5.7587 5.9899 5.8111 5.4700 6.2365 5.6128 5.5668 6.0107 5.4871 5.7251 5.2983 5.5873 6.5957 5.6599 5.5819 5.8249 6.1360 6.3488 5.8786 6.0860 5.7963 5.9435 5.9196 5.9411 5.9169 5.6397 6.0530 5.7546 6.0913 6.0853 5.8000 5.6834 5.7701 6.0201 6.2432 6.2678 5.7667 6.7695 5.7573 6.3145 5.9680 5.7543 5.7422 5.8598 5.7190 6.0221 5.8323 5.2267 5.5298 5.7398 6.2446 5.7563 6.0772 6.3471 5.4122 6.1310 5.4186 6.0040 5.6283 5.6988 5.8316 5.8625 5.5312 5.8064 5.5641 5.9936 6.0275 5.7923 6.1498 5.9825 5.9052 6.3104 5.5036 5.6908 5.6820 5.9976 5.2069 5.5890 6.1337 5.8736 5.5627 6.3898 6.2389 6.3525 5.4982 5.7402 6.0813 6.0403 5.7701 5.9237 5.5107 5.9190 5.9001 6.4879 6.0298 5.6747 5.8870 5.5775 5.9801 5.5056 6.0342 5.9364 5.7113 6.4701 6.0960 5.9193 6.6549 5.7281 5.8642 10.6580 5.9761 5.8339 6.4294 5.6609 5.8299 6.0950 5.1847 6.7863 6.0399 5.9573 6.0598 6.5191 5.2089 5.7442 6.0628 6.5638 6.1817 6.0635 5.9075 5.8608 6.6008 5.6199 5.8568 5.4166 6.0870 6.7954 6.5107 5.5278 5.9633 5.7143 6.5141 6.0272 6.5423 5.6676 5.7503 6.3641 6.1908 6.2326 6.2366 5.7784 6.0722 6.3302 5.4129 5.4208 5.6878 6.6350 6.2734 5.1858 5.0971 6.5723 5.5583 6.2217 4.9557 5.7515 5.5294 6.2645 6.0424 5.8601 5.8262 6.1639 6.5892 5.8322 5.3680 5.4706 5.6569 6.0653 5.1628 6.1709 5.7963 5.6499 5.4497 5.8053 5.6728 6.1619 5.6898 5.8521 6.1081 5.6788 6.1489 5.5135 6.0772 6.0573 5.9667 5.4965 6.4766 6.0633 6.3491 6.8541 5.6808 5.3212 5.5702 7.0075 5.9567 5.5852 6.3322 6.3840 6.0832 6.7884 5.4129 6.2635 6.9089 5.8581 6.6579 5.4915 5.9926 6.3103 6.0812 5.5702 5.8003 5.6678 6.0453 5.8023 5.9657 6.2565 6.7366 6.1370 6.2366 5.8461 6.0404 6.7077 6.1210 5.3780 5.6081 6.2844 5.8342 5.8441 5.5394 6.0175 6.0812 5.6529 5.5762 5.9547 5.7147 5.5423 6.5523 5.9228 6.2734 6.2705 6.0673 5.3382 5.8272 5.1708 5.7157 5.9955 5.9368 6.6260 6.1848 6.9199 6.2685 6.1191 5.6300 5.8999 5.7137 6.5424 6.3611 5.8332 6.9518 6.6669 5.5553 6.3661 6.6221 6.2406 5.6629 6.4229 6.0872 5.2874 6.4677 6.9109 6.0792 5.2136 5.6170 5.9756 5.7924 6.0673 5.8481 6.0244 6.1967 5.5991 5.7296 5.7176 5.6669 6.1918 5.9179 6.1908 5.7426 6.5623 5.4836 6.0155 5.7943 6.5603 6.1738 5.7485 6.1689 6.6181 6.8512 6.6788 5.9736 5.9338 5.7744 5.8242 6.5563 5.9258 6.0822 5.7684 5.8671 5.9447 6.1629 6.5822 6.8492 5.6688 6.4836 5.6220 6.2416 6.0384 5.9836 5.5971 6.3910 5.4686 5.5633 NA 5.9647 5.9129 6.3452 5.7635 6.0623 5.9208 5.9089 5.6081 6.1171 6.2665 5.3641 6.3890 5.4238 5.7306 5.7077 6.4587 5.3302 6.3671 5.3123 6.4995 7.0334 6.0165 5.8511 6.0772 5.8671 6.7426 5.5662 6.2256 6.0015 6.1021 6.0792 6.1778 5.9836 5.7167 5.4726 6.6778 6.8631 5.7784 6.3422 6.3362 6.1330 5.3322 5.8461 5.7196 5.2336 4.7614 6.2037 5.9248 6.0214 6.3970 6.0892 6.5045 5.9776 5.8720 6.2625 6.0633 6.0304 5.9208 5.9687 6.2197 5.9736 5.6868 6.0603 6.4717 5.7505 5.8332 5.7147 6.1031 6.2087 5.7545 5.5583 6.0444 5.6519 6.2207 6.5802 6.2595 6.6460 5.9258 5.9408 5.5971 6.7874 6.0971 6.1390 6.5653 5.6708 6.3681 6.2545 5.7714 6.5972 6.2436 5.8033 6.0673 5.9826 6.1320 5.6270 5.9627 6.4577 6.1579 6.0991 6.3930 6.6739 6.2724 5.8023 5.8332 7.0424 5.9358 6.3671 5.9428 6.0882 6.0175 5.2027 5.6200 6.2097 6.2854 5.8521 6.5195 5.8242 6.5932 6.3213 6.1878 6.1360 6.6470 5.2385 6.6609 6.4986 5.6061 5.7077 5.5862 6.4577 5.7465 6.3173 6.7296 4.7804 5.3133 6.0673 6.3362 5.9378 6.7087 5.4398 6.8263 5.2246 6.2426 6.1041 6.4019 5.8103 7.6490 5.5862 5.9816 5.7107 6.4906 5.1668 6.5314 6.7525 5.2854 6.1440 6.1629 6.0015 5.4726 5.7535 6.2824 5.5692 6.4099 6.7217 5.9338 6.0214 6.6470 6.2157 5.8103 6.0115 5.6260 6.0075 6.1758 5.8023 5.7206 6.1679 5.7196 6.7406 6.8651 6.4438 6.2306 6.0613 5.5971 6.3232 6.3611 6.4418 6.3472 6.8213 6.2715 4.8511 5.8661 6.0782 5.6748 5.0423 6.4129 6.1390 7.2257 5.7077 6.4995 6.7725 6.6021 5.7296 5.8043 5.7874 7.1729 5.8013 6.4458 5.7874 6.6021 5.9856 5.6280 6.2047 5.0403 6.0324 6.0195 5.5125 5.6848 5.2555 6.5414 6.3860 5.7714 5.7615 5.2186 6.3581 5.9567 8.7516 6.3392 6.0244 6.1798 5.5005 5.9796 6.4776 6.2446 5.8153 5.7286 6.0314 5.8661 5.8730 5.5005 5.6977 6.1669 5.6788 5.7455 5.5274 4.8909 5.8591 5.7655 5.8760 5.2814 5.4706 5.7206 4.9427 5.8850 5.4348 6.0135 5.6310 5.3631 6.1599 5.4547 5.2465 5.5742 5.0473 5.9069 5.7714 6.2087 5.6071 6.3641 5.2814 6.0095 5.1748 5.9975 5.8392 5.3053 5.9876 5.2973 5.8750 5.6240 5.2764 5.3880 5.6708 6.0553 6.0792 5.6908 5.2714 5.5672 5.3033 6.2485 5.7495 6.3223 5.5742 5.7117 6.1609 5.7067 5.9477 5.6967 5.2117 5.6858 5.7366 5.6310 5.8830 5.4846 5.8939 5.6579 6.2475 5.7346 5.3989 5.7485 5.7376 5.7545 5.5902 5.5593 5.5563 5.7943 5.8242 5.5772 5.8710 5.4527 5.9438 5.5892 5.8242 5.6340 5.7286 5.5404 6.3661 5.7107 5.5244 5.6081 5.5503 6.1748 5.5214 5.0553 5.0204 5.1310 5.5503 5.0115 5.6967 6.5145 5.4188 5.9069 5.7276 5.9906 5.8322 6.2296 5.7774 5.3770 5.7665 6.1539 5.0931 6.2525 5.9218 5.7465 6.0703 5.7525 5.8750 5.5892 5.8920 5.5543 6.1848 5.6439 5.2973 6.1649 5.6340 6.3192 6.2406 6.4029 6.3262 4.9865 5.9607 5.4268 5.5523 6.0204 6.4089 6.1400 6.4438 5.5164 5.4228 5.3770 7.9518 5.6609 5.2475 5.6399 5.7236 5.6021 5.5842 5.7395 5.3939 6.3033 5.3700 5.9139 5.9119 5.8471 5.3571 6.1260 5.2216 6.3900 4.8859 5.9866 6.1091 5.1887 5.8870 5.7196 5.6509 6.4647 5.2893 6.3103 6.2844 5.6449 5.3322 5.9457 6.0005 5.0961 5.2814 6.4657 6.0274 5.6160 5.6887 5.9139 5.7704 5.1300 5.2186 5.3063 6.1131 6.0513 5.3112 5.5523 5.8382 6.1519 6.1848 5.0294 5.3531 5.5812 5.0045 6.0593 5.8292 4.8939 5.8202 6.1439 5.3322 6.1360 5.4089 6.1569 5.3451 6.4169 6.4139 5.9756 5.6121 5.8880 5.3800 6.0722 6.2346 5.4517 6.1420 6.3710 5.4935 5.6479 5.9328 5.3312 5.4666 6.4258 6.2246 5.1170 5.4477 6.6798 5.1857 6.1370 5.1937 5.9656 6.5254 5.2913 6.33150
RAD52 6.1560 5.7671 6.7864 6.4826 6.9222 6.8361 6.6163 6.2856 6.8538 6.9263 7.6998 7.1783 6.9699 7.5485 6.3882 6.2980 6.5977 7.5599 6.6122 7.0964 6.8382 6.5904 7.1503 7.0010 6.0761 7.7662 6.7677 6.5676 8.0762 7.4831 6.7926 7.5132 7.2602 7.8782 6.6982 6.4349 7.3577 6.5230 6.8880 6.8361 7.0300 6.4846 7.8408 7.5982 7.6770 7.1700 6.3509 7.1223 6.8081 7.0072 7.0943 6.7128 6.8019 7.4572 6.8569 6.7428 6.5583 6.5562 6.1663 8.1685 8.0793 7.7859 6.2171 7.2187 7.2955 6.6039 5.9621 7.0062 6.8890 6.5925 6.4805 6.6018 6.7687 6.2856 6.8755 7.1399 6.7034 7.7465 6.3105 6.7013 6.2285 7.3359 7.4748 6.5811 6.2348 7.3214 6.4774 7.5972 7.9767 6.9730 7.9435 6.4525 5.8325 7.7880 7.3390 7.0477 6.9429 6.7304 6.9699 6.7086 7.0238 6.7480 7.2084 6.8859 7.0871 8.3199 7.1783 7.1482 7.7475 6.8901 6.3934 7.4821 7.5464 6.7065 7.6324 7.2675 6.4712 7.2167 7.3307 6.9315 6.5189 6.3540 6.7511 7.5267 6.4266 7.2861 6.8216 7.0020 6.7314 6.7128 6.3913 6.9108 6.9295 6.7335 6.3913 6.7998 6.3426 7.3328 6.8704 7.1327 6.8631 6.3789 7.1783 6.5914 6.4681 6.7770 7.6003 7.3100 6.8227 6.3167 6.8216 7.4562 6.7148 6.9222 6.9035 6.5842 7.7465 7.2011 7.8077 7.1182 6.9595 6.3882 6.5977 6.5448 7.1793 6.2472 7.1441 6.5666 6.1902 7.2322 6.1497 6.7947 6.4183 8.0907 6.4266 6.4608 7.4396 6.4090 7.5360 7.3919 6.5220 7.0466 6.6215 6.9035 6.6671 7.5547 6.9606 6.0720 6.7314 6.8299 7.0207 6.2399 7.1337 6.4266 8.0586 6.6868 6.7397 6.7407 6.5510 7.0342 7.5547 6.4587 6.6734 6.2005 6.9699 6.9481 6.7667 7.1057 6.3250 7.0176 6.7936 6.8942 7.5858 6.9253 7.3473 6.9129 7.5080 6.6308 6.8351 7.0757 6.9523 7.0995 8.0855 7.4759 7.0435 7.5754 7.2571 7.1099 7.2602 6.2721 7.9829 6.7957 7.0031 7.0331 6.6277 6.9989 6.5437 6.7480 7.1773 6.5106 7.0788 7.3566 6.6049 7.4489 6.5852 6.6547 7.0767 7.0456 6.2607 6.3540 6.9917 6.1508 6.7604 7.6760 6.6537 6.8009 6.7905 6.8755 6.9844 7.8087 6.4079 7.1327 6.7013 6.8786 6.4753 6.7107 7.4437 7.0497 5.9828 7.4925 7.1016 7.2301 6.0264 6.4494 6.8755 6.6951 6.8766 7.3224 8.5666 7.2322 7.1638 7.3722 7.2405 6.5697 6.7781 6.7045 6.8278 6.4805 6.6993 7.0622 7.2436 7.5059 6.7242 6.7231 7.1513 6.2970 7.1503 8.9347 7.1202 7.2467 7.7330 6.5956 6.2213 7.7620 6.3436 7.6770 6.9429 6.9823 6.5189 7.5267 6.1570 6.7407 7.4862 7.4375 7.3929 7.7735 7.0435 7.1244 7.3203 6.9098 7.0300 6.3011 6.8258 7.8201 7.5225 6.4214 6.7076 6.5023 7.1959 6.8475 7.4945 6.5769 6.5676 7.3110 6.9785 7.1619 7.0148 7.0295 6.2272 6.7343 6.5724 6.0232 6.3174 7.4885 7.0913 7.2364 6.2831 6.8804 6.7519 7.0118 7.0373 6.5734 6.5116 6.8284 6.7529 5.8741 6.9902 6.6872 7.0187 6.5960 6.3439 6.4822 7.1334 6.8686 6.7431 6.8784 6.5675 6.5371 6.5842 7.0118 6.1987 6.8529 7.5522 6.3439 7.4012 7.1138 7.0873 7.3090 6.7686 8.7812 6.9804 6.7921 8.2025 7.1746 7.7719 6.9206 7.1903 6.6833 7.0157 7.7258 6.4184 6.6597 7.3708 6.4361 7.0687 7.0256 6.9373 7.1884 7.0108 6.9618 6.5597 6.2095 6.9285 6.9451 7.6464 6.4479 7.5503 7.6739 6.3910 7.6611 6.5479 7.6042 7.2570 6.4008 6.4851 6.8333 6.9589 7.5483 6.8353 6.8039 6.4577 6.8892 6.4508 7.3188 6.3625 7.3953 7.2502 7.0913 7.0844 6.3920 6.1379 6.5842 7.0157 6.5979 7.0383 7.0864 6.9010 6.8274 7.1334 6.3115 7.2963 7.6984 6.9559 7.4110 7.0040 7.1079 6.5763 6.7843 6.1781 6.6999 6.9088 7.0785 8.0809 6.9363 7.6542 7.7631 6.1585 7.1246 7.4542 7.0932 6.8559 7.4071 6.4743 6.7470 6.5842 7.1383 6.8421 7.0226 6.8166 6.8863 6.5361 6.6891 6.3488 6.8882 7.1521 6.3478 6.4802 7.5993 6.3684 6.8117 6.4763 7.3208 7.5483 7.3992 6.4361 6.8902 7.1452 7.9367 7.0099 7.1050 6.9687 7.3374 7.0010 7.0511 6.4832 6.8873 6.2998 6.6940 7.3796 6.7990 6.7264 6.6175 7.3835 7.4571 7.3590 7.0677 7.5611 6.6323 7.4708 6.4057 6.8392 6.7617 7.1619 6.7813 7.1030 6.0820 5.6564 7.1531 7.1070 6.6607 7.1001 6.6411 6.4067 6.9128 6.5302 6.9491 6.7490 7.1256 6.9510 7.0628 6.9137 7.1109 6.7333 6.2752 6.5450 8.2349 7.0020 7.4787 7.5983 7.5728 7.0638 6.6940 8.1917 6.8824 6.8255 7.2796 6.7333 6.8402 6.8902 6.0595 7.7965 6.4214 6.5969 6.8078 7.2119 7.3414 6.7078 7.0432 7.4473 6.4037 7.1187 6.4802 6.0869 7.1236 6.9441 6.4881 6.9412 6.9363 7.0932 6.8873 6.8265 7.1795 7.7818 6.6421 8.5095 6.4969 6.9549 6.9853 6.5744 6.8225 6.3714 7.2109 6.4969 6.2605 6.3086 7.3070 6.9824 6.3478 6.8215 6.7303 6.6234 7.4493 6.8343 6.5253 7.6592 6.5332 7.1030 8.6556 7.2031 6.4959 7.0403 7.7406 6.9353 6.9235 6.8843 7.3345 6.9687 6.9844 6.1948 6.9951 6.9549 6.9304 6.2576 7.1786 6.8873 6.8323 6.4959 7.1658 6.9647 7.2168 6.6166 6.4783 7.3021 6.8274 6.8794 6.3772 6.9422 5.9987 7.1638 6.8559 6.7980 7.1825 6.7019 7.6356 7.4993 7.1560 7.2913 6.8765 7.6601 7.0295 6.5302 7.2080 7.8602 6.8637 6.4282 6.5695 7.3443 6.9343 7.0324 7.7523 6.3871 6.8716 6.6038 6.7303 6.9716 7.9161 6.4273 7.9995 7.0560 6.6421 7.1599 7.1658 6.6999 9.3716 6.3400 7.3365 6.7117 6.9334 6.2429 6.6097 8.3271 6.5047 7.0177 7.1491 6.7647 7.2158 6.6803 6.7029 6.5459 6.9696 7.3247 6.8863 7.5110 7.2335 7.0157 6.9961 6.6352 6.8775 7.2619 6.8019 6.9461 6.0614 6.8421 6.2399 6.7411 7.2943 7.3414 6.9275 6.9746 6.1958 6.4165 6.9824 7.1364 7.7631 6.9157 6.7137 7.0913 6.7401 7.0972 6.4557 6.4273 7.1138 6.2546 7.2609 6.8402 7.4228 7.4600 6.8647 6.2458 6.4704 6.9294 7.0824 6.4175 6.8196 6.6950 6.6734 8.5252 6.3017 7.6562 7.1903 8.6115 6.9118 6.4508 6.9363 6.7686 7.5983 9.0744 6.5401 6.5636 6.6617 7.0324 7.0030 7.5954 7.0040 7.5591 7.2580 6.8304 7.5356 7.0697 6.9736 6.8775 6.0379 6.8157 7.3247 6.6636 6.9216 6.5656 6.6607 7.2168 6.6273 7.1423 6.5803 6.9098 7.0030 6.6803 6.9049 6.5361 6.6332 6.5940 6.7666 6.5724 7.9093 7.0246 6.1134 6.6783 7.0775 7.4375 6.3311 7.4336 6.8569 7.7023 7.9524 6.6774 6.8873 7.0236 6.5420 6.1487 6.6891 6.6381 7.1864 6.7156 6.7813 8.8950 6.6558 6.2409 7.8484 6.9942 7.2658 6.9373 7.0991 7.0393 6.9402 7.1599 6.6146 7.5248 6.9353 7.2198 7.0079 7.5601 6.9010 6.5862 7.1854 7.7190 6.6813 7.4365 6.8725 6.5371 6.7882 6.2301 7.0069 7.1825 6.9383 6.8421 7.8906 6.9461 7.2766 6.5714 6.7617 6.7990 6.9128 7.5640 6.8382 7.5248 6.1507 6.7568 6.9608 6.5597 6.9373 7.2482 7.2923 7.4502 6.7705 6.6960 6.5126 6.7558 6.9863 6.9118 6.8569 9.7541 7.1158 7.0981 6.5077 6.9598 7.1746 6.9285 7.2551 6.4018 7.1334 6.7892 7.0373 6.7902 6.0045 6.5381 6.3527 6.5960 7.2296 6.9098 8.8253 6.9108 6.3145 7.0148 6.6411 7.2060 6.7617 7.1168 6.4106 6.3517 7.0913 6.4724 7.4463 6.0565 7.5277 7.9171 6.4498 5.8123 5.8731 6.6892 7.7916 6.8490 6.2988 7.2070 6.3910 6.2262 6.2174 7.7857 7.0069 5.8594 6.5293 6.7176 5.3602 6.0467 6.4606 6.4783 7.3002 5.9585 6.3557 7.2904 6.5548 6.3292 7.4169 6.4371 7.2747 6.1370 7.2247 6.6342 6.1782 6.5057 7.1580 6.2998 8.5831 6.3773 6.8745 6.6744 6.1281 6.4685 6.9059 6.1203 6.3939 6.1948 7.2168 6.9422 6.0251 5.8457 6.7990 6.2174 7.1364 5.8368 6.5410 6.6872 6.0320 6.7392 6.7451 6.3763 7.6611 6.8274 6.3665 6.3674 6.3586 5.8996 6.6872 6.5675 5.7849 6.4420 6.4341 7.0118 6.3488 6.1262 6.3331 5.8104 6.4793 6.6038 6.2507 6.1703 6.1379 7.0589 6.0869 6.8245 6.9255 6.7980 6.5116 6.2811 6.1183 6.1958 5.9075 5.7927 6.9736 6.3174 5.8535 6.7460 7.0628 6.0811 6.3439 6.1448 6.3792 6.4851 6.5587 6.95470

Annotation Data

Displays gene annotation for the dataset.

# Display the first 20 rows 
kable(head(annot, 20), caption = "Gene Annotation Data") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
Gene Annotation Data
source type score phase gene_id gene_type gene_name level havana_gene tag gene_id_no_ver length
TSPAN6 HAVANA gene NA NA ENSG00000000003.10 protein_coding TSPAN6 2 OTTHUMG00000022002.1 NA ENSG00000000003 NA
TNMD HAVANA gene NA NA ENSG00000000005.5 protein_coding TNMD 2 OTTHUMG00000022001.1 NA ENSG00000000005 NA
DPM1 HAVANA gene NA NA ENSG00000000419.8 protein_coding DPM1 2 OTTHUMG00000032742.2 NA ENSG00000000419 NA
SCYL3 HAVANA gene NA NA ENSG00000000457.9 protein_coding SCYL3 2 OTTHUMG00000035941.4 NA ENSG00000000457 NA
C1orf112 HAVANA gene NA NA ENSG00000000460.12 protein_coding C1orf112 2 OTTHUMG00000035821.6 NA ENSG00000000460 NA
FGR HAVANA gene NA NA ENSG00000000938.8 protein_coding FGR 2 OTTHUMG00000003516.1 NA ENSG00000000938 NA
CFH HAVANA gene NA NA ENSG00000000971.11 protein_coding CFH 1 OTTHUMG00000035607.4 NA ENSG00000000971 NA
FUCA2 HAVANA gene NA NA ENSG00000001036.9 protein_coding FUCA2 2 OTTHUMG00000015728.2 NA ENSG00000001036 NA
GCLC HAVANA gene NA NA ENSG00000001084.6 protein_coding GCLC 2 OTTHUMG00000160220.4 NA ENSG00000001084 NA
NFYA HAVANA gene NA NA ENSG00000001167.10 protein_coding NFYA 2 OTTHUMG00000014669.1 NA ENSG00000001167 NA
STPG1 HAVANA gene NA NA ENSG00000001460.13 protein_coding STPG1 2 OTTHUMG00000003297.2 NA ENSG00000001460 NA
NIPAL3 HAVANA gene NA NA ENSG00000001461.12 protein_coding NIPAL3 2 OTTHUMG00000003299.3 NA ENSG00000001461 NA
LAS1L HAVANA gene NA NA ENSG00000001497.12 protein_coding LAS1L 2 OTTHUMG00000021720.2 NA ENSG00000001497 NA
ENPP4 HAVANA gene NA NA ENSG00000001561.6 protein_coding ENPP4 2 OTTHUMG00000014779.2 NA ENSG00000001561 NA
SEMA3F HAVANA gene NA NA ENSG00000001617.7 protein_coding SEMA3F 2 OTTHUMG00000156806.7 ncRNA_host ENSG00000001617 NA
CFTR HAVANA gene NA NA ENSG00000001626.10 protein_coding CFTR 1 OTTHUMG00000023076.10 NA ENSG00000001626 NA
ANKIB1 HAVANA gene NA NA ENSG00000001629.5 protein_coding ANKIB1 2 OTTHUMG00000155859.1 NA ENSG00000001629 NA
CYP51A1 HAVANA gene NA NA ENSG00000001630.11 protein_coding CYP51A1 1 OTTHUMG00000131131.5 NA ENSG00000001630 NA
KRIT1 HAVANA gene NA NA ENSG00000001631.10 protein_coding KRIT1 2 OTTHUMG00000131187.7 ncRNA_host ENSG00000001631 NA
RAD52 HAVANA gene NA NA ENSG00000002016.12 protein_coding RAD52 2 OTTHUMG00000090361.4 NA ENSG00000002016 NA

Match Patients: Genomics & Radiomics Integration

This section identifies overlapping patients between genomics (gene expression) and radiomics (MRI scans) datasets.

Step 1: Load Radiomics Metadata

The radiomics dataset contains dynamic contrast-enhanced MRI (DCE-MRI) scans used to monitor tumor response to treatment.

Metadata Source:
- File: ISPY2-Imaging-Cohort-1-Clinical-Data.xlsx
- Access: The Cancer Imaging Archive - I-SPY2 Collection
- Total Patients: 985
- 719 I-SPY2 cases
- 266 ACRIN-6698 cases

# Load radiomics clinical data
Radiomics_clin <- read_excel(file.path(input_dir, "ISPY2-Imaging-Cohort-1-Clinical-Data.xlsx"))  

# Display radiomics metadata with scrolling
kable(Radiomics_clin, caption = "Radiomics Clinical Data") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
Radiomics Clinical Data
Patient_ID Arm HR HER2 MP pCR Age_at_Screening Race menopausal_status ethnicity
100899 Paclitaxel + Ganitumab 0 0 1 0 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
102011 Paclitaxel + Ganetespib 1 0 1 1 32 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
102212 Paclitaxel + MK-2206 0 0 0 0 26 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
103693 Paclitaxel + Pembrolizumab 1 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
103939 Paclitaxel 1 0 0 0 51 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
104268 Paclitaxel 0 0 1 0 50 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
104384 Paclitaxel + Pembrolizumab 1 0 1 0 42 American Indian or Alaska Native Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
105286 Paclitaxel + Ganitumab 1 0 0 0 65 White NA Not Hispanic or Latino
105513 Paclitaxel + AMG 386 1 0 1 1 48 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
107700 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 68 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
108939 Paclitaxel + Neratinib 1 1 0 1 34 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
108969 Paclitaxel + Neratinib 0 1 0 1 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
109623 Paclitaxel + Ganetespib 1 0 0 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
109874 Paclitaxel + AMG 386 0 0 1 1 43 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
109980 Paclitaxel + Neratinib 1 1 0 1 53 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
111004 Paclitaxel + Pembrolizumab 1 0 0 0 NA NA Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
111038 Paclitaxel + AMG 386 0 0 1 0 28 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
111344 Paclitaxel + AMG 386 1 0 1 0 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
111646 Paclitaxel + Ganetespib 1 0 0 0 66 White NA Not Hispanic or Latino
111674 Paclitaxel + ABT 888 + Carboplatin 0 0 0 1 30 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
111881 Paclitaxel + Neratinib 1 1 1 1 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
112606 Paclitaxel + Trastuzumab 1 1 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
114087 Paclitaxel + Pembrolizumab 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
115638 Paclitaxel + Ganitumab 0 0 1 0 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
115987 Paclitaxel + Ganitumab 0 0 1 0 42 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
116165 Paclitaxel + Pembrolizumab 1 0 0 0 55 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
116603 Paclitaxel 0 0 1 0 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
117424 Paclitaxel + Neratinib 0 0 1 1 33 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
117707 Paclitaxel + Ganetespib 0 0 1 1 50 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
118307 Paclitaxel + AMG 386 0 0 1 0 44 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
119928 Paclitaxel + Ganetespib 0 0 1 0 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
120001 Paclitaxel + Neratinib 0 0 0 0 53 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
120422 Paclitaxel + Ganitumab 1 0 1 1 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
122287 T-DM1 + Pertuzumab 1 1 1 1 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
122579 Paclitaxel 1 0 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
122795 Paclitaxel + Ganitumab 0 0 0 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
123660 Paclitaxel + Trastuzumab 0 1 0 0 71 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
125130 T-DM1 + Pertuzumab 0 1 1 1 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
125418 Paclitaxel + Ganetespib 1 0 0 0 49 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
127675 Paclitaxel + Neratinib 0 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
127791 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
128051 T-DM1 + Pertuzumab 1 1 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
128675 Paclitaxel 1 0 1 1 47 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
129837 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 67 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
129973 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 35 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
130580 Paclitaxel + Ganitumab 0 0 1 1 56 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
130892 Paclitaxel + MK-2206 1 0 1 1 50 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
131595 Paclitaxel + AMG 386 1 0 0 0 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
131961 T-DM1 + Pertuzumab 1 1 0 1 44 White NA Not Hispanic or Latino
132463 Paclitaxel + MK-2206 + Trastuzumab 1 1 1 1 64 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
133650 Paclitaxel + Ganetespib 1 0 1 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
134526 Paclitaxel + Neratinib 0 0 1 1 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
136536 Paclitaxel 0 0 1 1 42 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
138027 Paclitaxel + Ganitumab 0 0 1 0 64 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
138425 T-DM1 + Pertuzumab 0 1 1 1 62 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
139137 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
139771 Paclitaxel + Neratinib 0 0 1 1 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
139973 Paclitaxel 1 0 0 0 41 White NA Not Hispanic or Latino
141782 Paclitaxel + Trastuzumab 1 1 0 0 54 White Perimenopausal (6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
142688 Paclitaxel 0 0 1 0 45 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
144302 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
145513 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 32 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
145777 Paclitaxel + Ganitumab 1 0 0 0 30 Asian Above categories not applicable AND Age < 50 Not Hispanic or Latino
146033 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 53 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
146987 Paclitaxel + AMG 386 1 0 1 0 53 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
147139 Paclitaxel + Pembrolizumab 0 0 1 1 52 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
148357 Paclitaxel + Ganitumab 1 0 0 0 55 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
149654 Paclitaxel + Pembrolizumab 1 0 0 0 NA NA Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
150547 Paclitaxel + Ganetespib 1 0 1 0 51 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
151230 Paclitaxel + Neratinib 1 1 0 0 45 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
151481 Paclitaxel 0 0 0 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
151980 Paclitaxel + Ganetespib 1 0 1 1 46 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
152090 Paclitaxel 1 0 1 1 30 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
152197 Paclitaxel + Pembrolizumab 0 0 1 1 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
153327 Paclitaxel + Pembrolizumab 0 0 1 1 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
153880 Paclitaxel + Trastuzumab 1 1 0 0 39 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
154293 Paclitaxel + Neratinib 1 1 0 0 52 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
155171 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 50 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
156163 Paclitaxel + AMG 386 1 0 0 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
157270 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 0 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
157463 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 44 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
159284 Paclitaxel 0 0 0 0 35 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
159352 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
160120 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 55 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
162562 Paclitaxel + Trastuzumab 0 1 1 1 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
164468 Paclitaxel + Ganetespib 0 0 1 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
165925 Paclitaxel + Ganitumab 0 0 1 0 50 Black or African American Above categories not applicable AND Age < 50 Not Hispanic or Latino
166412 Paclitaxel + Trastuzumab 1 1 0 0 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
166782 Paclitaxel + Neratinib 1 1 0 0 52 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
167271 T-DM1 + Pertuzumab 1 1 0 0 33 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
168044 Paclitaxel + Pembrolizumab 1 0 0 0 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
169536 Paclitaxel + Neratinib 1 1 0 0 25 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
169918 Paclitaxel + AMG 386 1 0 0 0 50 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
172168 Paclitaxel 0 0 1 0 40 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
172283 Paclitaxel + Neratinib 0 0 1 0 48 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
172366 Paclitaxel + Ganitumab 0 0 1 1 51 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
174903 Paclitaxel + AMG 386 1 0 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
174904 Paclitaxel + AMG 386 1 0 0 0 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
177795 Paclitaxel + Pembrolizumab 0 0 1 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
178649 Paclitaxel + Neratinib 0 0 1 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
178815 Paclitaxel + Neratinib 1 0 0 0 39 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
179369 Paclitaxel + MK-2206 1 0 0 0 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
179568 Paclitaxel + AMG 386 1 0 1 0 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
180027 Paclitaxel + AMG 386 0 0 1 1 40 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
180663 Paclitaxel + MK-2206 1 0 1 0 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
181442 Paclitaxel 0 0 1 0 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
181819 Paclitaxel 1 0 0 1 32 Black or African American Above categories not applicable AND Age < 50 Not Hispanic or Latino
182346 Paclitaxel + Ganitumab 1 0 0 0 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
183831 Paclitaxel + MK-2206 1 0 0 1 49 Asian Above categories not applicable AND Age < 50 Not Hispanic or Latino
188091 Paclitaxel + Neratinib 0 1 0 1 50 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
188511 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
188700 Paclitaxel + Ganitumab 0 0 1 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
190224 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
192548 Paclitaxel + ABT 888 + Carboplatin 1 0 1 0 51 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
194024 Paclitaxel + Pembrolizumab 1 0 1 1 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
196024 Paclitaxel + Ganetespib 0 0 1 0 67 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
196064 Paclitaxel + AMG 386 1 0 1 1 50 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
197942 Paclitaxel 0 0 0 0 34 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
198891 Paclitaxel 1 0 0 0 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
199115 Paclitaxel + AMG 386 1 0 0 0 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
199960 Paclitaxel + AMG 386 0 0 1 0 33 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
200222 Paclitaxel + MK-2206 1 0 0 0 70 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
201831 Paclitaxel + AMG 386 0 0 1 1 44 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
201873 Paclitaxel + Neratinib 1 1 0 1 49 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
202535 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 0 32 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
202539 Paclitaxel 1 0 0 1 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
202956 Paclitaxel + Neratinib 0 0 1 1 49 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
203060 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
203254 Paclitaxel + MK-2206 0 0 1 0 25 Asian Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
204939 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 49 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
208265 Paclitaxel + ABT 888 + Carboplatin 0 0 0 1 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
208303 Paclitaxel + Ganetespib 0 0 1 1 64 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
208650 T-DM1 + Pertuzumab 1 1 0 0 39 White NA Not Hispanic or Latino
209397 Paclitaxel + Pembrolizumab 1 0 0 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
209967 Paclitaxel + Ganitumab 1 0 0 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
211408 Paclitaxel + Neratinib 0 1 0 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
212307 Paclitaxel + Ganitumab 1 0 0 0 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
213328 Paclitaxel 0 0 1 1 32 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
213672 Paclitaxel + Ganetespib 1 0 0 0 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
213913 T-DM1 + Pertuzumab 0 1 1 1 69 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
215932 Paclitaxel + AMG 386 + Trastuzumab 0 1 1 0 43 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
218249 Paclitaxel 1 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
218503 Paclitaxel + MK-2206 1 0 0 0 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
219545 Paclitaxel 0 0 1 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
220471 Paclitaxel + Trastuzumab 0 1 1 0 50 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
220664 Paclitaxel + Neratinib 0 0 1 1 47 Asian Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
220925 T-DM1 + Pertuzumab 0 1 1 0 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
221375 Paclitaxel + Ganetespib 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
221686 Paclitaxel + Ganitumab 0 0 1 1 47 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
222135 Paclitaxel + AMG 386 1 0 0 0 53 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
223030 Paclitaxel + AMG 386 1 0 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
223526 Paclitaxel + Neratinib 1 0 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
225836 Paclitaxel + Neratinib 0 0 0 0 70 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
227055 Paclitaxel + AMG 386 + Trastuzumab 1 1 1 0 40 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
227832 Paclitaxel + Neratinib 1 1 0 0 53 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
227881 Paclitaxel + Neratinib 1 1 0 1 49 White Above categories not applicable AND Age < 50 Hispanic or Latino
228192 Paclitaxel + AMG 386 0 0 0 0 56 White Above categories not applicable AND Age > 50 Hispanic or Latino
228340 Paclitaxel + Neratinib 0 1 0 0 66 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
229144 Paclitaxel 1 0 0 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
229328 Paclitaxel + Ganitumab 1 0 0 0 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
229824 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
231633 Paclitaxel + Pembrolizumab 0 0 1 1 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
233191 Paclitaxel 0 0 1 0 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
233832 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 42 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
233962 Paclitaxel + Neratinib 0 0 1 1 33 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
234272 Paclitaxel + Neratinib 1 1 0 0 41 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
234723 Paclitaxel + AMG 386 0 0 1 0 37 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
235995 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 50 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
236470 Paclitaxel + Ganetespib 0 0 1 1 54 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
237158 Paclitaxel + AMG 386 1 0 1 1 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
238790 Paclitaxel 0 0 1 0 44 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
239061 Paclitaxel + Ganitumab 0 0 1 0 70 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
239910 Paclitaxel + Ganitumab 0 0 1 0 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
240035 Paclitaxel + Ganetespib 1 0 1 0 68 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
240432 Paclitaxel 1 0 0 0 48 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
240957 Paclitaxel + AMG 386 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
241705 Paclitaxel + Ganitumab 1 0 0 0 49 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
241998 Paclitaxel 1 0 0 0 54 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
242370 Paclitaxel + Pembrolizumab 1 0 0 1 38 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
243836 Paclitaxel + Neratinib 1 0 1 1 31 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
245655 Paclitaxel + Neratinib 0 0 1 0 43 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
246134 Paclitaxel + Trastuzumab 1 1 0 0 68 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
247641 Paclitaxel 0 0 1 0 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
248255 Paclitaxel + Ganitumab 1 0 0 0 31 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
250274 T-DM1 + Pertuzumab 1 1 0 0 43 Asian Above categories not applicable AND Age < 50 Not Hispanic or Latino
252748 Paclitaxel 0 0 1 1 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
253531 T-DM1 + Pertuzumab 1 1 0 1 59 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
254060 Paclitaxel + AMG 386 0 0 1 1 38 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
254273 T-DM1 + Pertuzumab 1 1 0 0 51 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
255078 Paclitaxel 0 0 1 0 57 White Above categories not applicable AND Age > 50 Hispanic or Latino
255388 Paclitaxel + MK-2206 + Trastuzumab 0 1 1 1 57 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
255535 Paclitaxel + Neratinib 1 1 0 0 44 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
255577 Paclitaxel 0 0 1 0 50 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
257735 Paclitaxel 0 0 1 0 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
259206 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 64 White Above categories not applicable AND Age > 50 Hispanic or Latino
259899 Paclitaxel 0 0 1 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
261304 Paclitaxel + Ganitumab 1 0 0 0 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
262131 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
263143 Paclitaxel + MK-2206 + Trastuzumab 0 1 1 0 54 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
264305 Paclitaxel + Ganitumab 0 0 1 1 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
264678 Paclitaxel 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
266509 Paclitaxel + AMG 386 0 0 0 1 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
266840 Paclitaxel + Trastuzumab 1 1 0 0 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
267306 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
268937 T-DM1 + Pertuzumab 1 1 0 1 50 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
269899 Paclitaxel + Ganetespib 1 0 0 1 58 White NA Not Hispanic or Latino
273691 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 46 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
273745 Paclitaxel 1 0 0 0 48 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
275034 Paclitaxel + AMG 386 + Trastuzumab 1 1 1 1 27 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
275626 Paclitaxel + AMG 386 0 0 1 1 42 Native Hawaiian or Pacific Islander;White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
277848 Paclitaxel + Neratinib 1 1 0 0 66 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
277888 Paclitaxel + Ganitumab 1 0 0 1 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
279902 Paclitaxel + Ganetespib 1 0 0 1 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
280375 Paclitaxel + Ganitumab 0 0 1 0 57 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
282082 Paclitaxel 0 0 1 1 NA NULL Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
282644 Paclitaxel + Neratinib 1 1 0 0 62 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
282777 Paclitaxel + Ganetespib 1 0 0 0 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
283070 Paclitaxel + AMG 386 0 0 1 0 68 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
284355 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 41 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
284443 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
284593 Paclitaxel + MK-2206 0 0 1 0 32 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
285339 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
286984 Paclitaxel + MK-2206 1 0 1 0 50 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
287300 Paclitaxel + Neratinib 1 1 0 1 45 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
287961 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 1 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
289107 Paclitaxel + Pembrolizumab 0 0 1 1 50 American Indian or Alaska Native Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
289420 Paclitaxel + Ganitumab 1 0 0 0 64 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
290413 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
291515 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 44 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
293142 Paclitaxel 1 0 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
294176 Paclitaxel + Neratinib 0 0 1 1 56 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
294265 Paclitaxel + MK-2206 0 0 1 1 52 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
294739 Paclitaxel 1 0 1 0 42 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
296123 Paclitaxel + Ganitumab 0 0 1 1 62 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
296841 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
298101 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 71 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
299364 Paclitaxel 0 0 1 0 40 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
299840 Paclitaxel 0 0 1 0 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
299962 Paclitaxel + Ganitumab 0 0 1 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
300724 Paclitaxel 1 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
301289 Paclitaxel + Pembrolizumab 1 0 0 0 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
301665 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 0 52 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
301968 Paclitaxel + AMG 386 1 0 1 0 45 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
303685 Paclitaxel + Pembrolizumab 1 0 1 1 71 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
303947 Paclitaxel + Neratinib 0 1 1 1 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
306127 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 55 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
306401 Paclitaxel + AMG 386 1 0 1 1 58 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
307659 Paclitaxel + Neratinib 1 1 0 0 56 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
309830 Paclitaxel + MK-2206 0 0 1 0 32 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
311316 T-DM1 + Pertuzumab 1 1 0 0 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
311455 Paclitaxel 1 0 0 0 58 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
313243 Paclitaxel 1 0 1 1 36 White NA Not Hispanic or Latino
313672 Paclitaxel + Ganetespib 1 0 0 0 73 White NA Not Hispanic or Latino
316996 Paclitaxel + Neratinib 0 1 0 0 51 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
317131 Paclitaxel + Ganitumab 1 0 1 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
317402 Paclitaxel + MK-2206 1 0 0 0 53 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
317641 Paclitaxel + MK-2206 0 0 1 1 28 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
318293 Paclitaxel + AMG 386 1 0 0 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
318407 Paclitaxel + Ganitumab 0 0 1 0 58 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
318438 Paclitaxel 0 0 0 0 60 White Perimenopausal (6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
318569 Paclitaxel + Neratinib 1 1 0 0 39 Asian Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
319324 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
320538 Paclitaxel 0 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
323721 Paclitaxel + MK-2206 1 0 0 0 65 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
324021 Paclitaxel + Pertuzumab + Trastuzumab 1 1 1 0 44 Black or African American NA Not Hispanic or Latino
326202 Paclitaxel + Pembrolizumab 1 0 1 0 45 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
326433 Paclitaxel + AMG 386 0 0 1 1 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
327133 Paclitaxel 0 0 1 0 38 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
327142 Paclitaxel + Neratinib 1 0 0 0 59 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
327917 Paclitaxel + Ganitumab 0 0 1 0 56 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
328160 Paclitaxel 1 0 0 0 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
329076 Paclitaxel + AMG 386 1 0 0 0 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
329941 T-DM1 + Pertuzumab 1 1 0 1 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
330134 Paclitaxel + Ganitumab 1 0 0 0 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
331192 Paclitaxel + ABT 888 + Carboplatin 1 0 1 1 42 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
332655 Paclitaxel + MK-2206 0 0 1 1 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
333145 Paclitaxel + Pembrolizumab 1 0 1 1 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
335091 Paclitaxel + Trastuzumab 1 1 0 1 39 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
335536 Paclitaxel + AMG 386 1 0 0 0 67 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
340186 Paclitaxel + ABT 888 + Carboplatin 0 0 0 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
341238 Paclitaxel + Pembrolizumab 1 0 0 0 27 Asian;White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
342142 Paclitaxel + Ganetespib 0 0 1 1 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
342959 Paclitaxel + MK-2206 0 0 0 1 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
342996 Paclitaxel 1 0 0 0 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
343898 Paclitaxel + MK-2206 0 0 0 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
345460 Paclitaxel + Ganitumab 1 0 1 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
345483 Paclitaxel + Ganitumab 0 0 1 0 50 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
345574 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 39 Asian Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
345907 Paclitaxel + MK-2206 0 0 1 0 61 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
347516 Paclitaxel + Pembrolizumab 0 0 1 0 39 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
348009 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 37 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
349225 Paclitaxel 0 0 1 0 40 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
349330 Paclitaxel + AMG 386 0 0 1 1 50 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
349639 Paclitaxel + Neratinib 1 1 1 1 43 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
350331 Paclitaxel + Trastuzumab 0 1 0 0 54 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
353318 Paclitaxel 0 0 1 0 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
355292 Paclitaxel + Ganetespib 1 0 1 0 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
355942 Paclitaxel 1 0 0 0 52 White NA Not Hispanic or Latino
356399 Paclitaxel 1 0 1 0 30 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
356431 T-DM1 + Pertuzumab 0 1 1 1 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
356684 Paclitaxel + AMG 386 + Trastuzumab 1 1 1 0 51 Native Hawaiian or Pacific Islander Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
357017 Paclitaxel 1 0 0 0 45 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
357034 Paclitaxel + Ganetespib 1 0 1 0 63 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
360937 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 50 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
361701 Paclitaxel + MK-2206 1 0 0 0 49 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
362150 Paclitaxel + Ganitumab 1 0 1 0 44 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
362993 Paclitaxel 0 0 0 0 35 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
363669 Paclitaxel 1 0 0 0 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
366120 T-DM1 + Pertuzumab 1 1 1 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
367682 Paclitaxel 0 0 1 0 55 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
369040 Paclitaxel 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
371528 Paclitaxel + Pembrolizumab 1 0 0 0 70 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
373346 Paclitaxel + AMG 386 1 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
373672 Paclitaxel 0 0 0 0 67 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
374106 Paclitaxel + Neratinib 0 0 1 0 36 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
374121 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
375342 Paclitaxel + Ganitumab 0 0 1 0 38 White Above categories not applicable AND Age < 50 Hispanic or Latino
375455 Paclitaxel + Trastuzumab 1 1 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
375954 Paclitaxel + MK-2206 + Trastuzumab 0 1 1 0 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
376676 Paclitaxel + Ganitumab 0 0 1 0 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
377460 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 53 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
378401 Paclitaxel + AMG 386 0 0 0 1 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
378885 Paclitaxel + AMG 386 1 0 0 0 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
380239 Paclitaxel + Neratinib 0 0 1 0 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
380769 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 40 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
380972 Paclitaxel + Ganetespib 1 0 0 0 28 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
382853 Paclitaxel + Trastuzumab 0 1 0 1 32 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
383456 Paclitaxel + AMG 386 1 0 0 1 50 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
384830 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
386664 Paclitaxel + AMG 386 1 0 0 0 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
388581 Paclitaxel + Neratinib 1 1 0 1 48 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
391942 Paclitaxel + Pembrolizumab 0 0 1 1 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
395076 Paclitaxel 0 0 1 1 53 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
395249 Paclitaxel + Ganetespib 0 0 1 0 68 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
395379 Paclitaxel 1 0 0 0 36 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
396723 T-DM1 + Pertuzumab 1 1 0 0 72 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
397505 T-DM1 + Pertuzumab 1 1 1 1 41 White NA Hispanic or Latino
399478 Paclitaxel + AMG 386 0 0 1 1 54 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
401215 Paclitaxel + Ganetespib 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
402265 Paclitaxel + Trastuzumab 1 1 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
402384 Paclitaxel + MK-2206 0 0 1 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
405717 Paclitaxel 0 0 0 0 44 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
406190 Paclitaxel + Neratinib 0 0 1 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
407539 Paclitaxel + Ganitumab 1 0 0 0 35 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
408692 Paclitaxel 0 0 1 1 25 Asian;White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
409288 Paclitaxel 0 0 1 0 77 Black or African American NA Not Hispanic or Latino
410083 T-DM1 + Pertuzumab 0 1 0 1 55 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
411008 Paclitaxel + AMG 386 0 0 1 0 49 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
411684 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 39 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
411806 Paclitaxel + Ganetespib 1 0 0 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
411950 Paclitaxel + Ganitumab 1 0 1 0 61 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
412772 Paclitaxel + Ganitumab 0 0 1 0 62 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
413211 T-DM1 + Pertuzumab 1 1 0 0 66 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
413961 Paclitaxel + MK-2206 0 0 1 0 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
414256 Paclitaxel + Ganetespib 1 0 0 0 38 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
414286 Paclitaxel + MK-2206 1 0 1 0 62 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
414844 Paclitaxel 1 0 1 0 51 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
414971 Paclitaxel + MK-2206 0 0 1 1 73 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
415039 Paclitaxel + Neratinib 1 1 0 0 50 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
416434 Paclitaxel + MK-2206 + Trastuzumab 0 1 0 1 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
417474 Paclitaxel + Ganitumab 0 0 1 1 63 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
417654 Paclitaxel + Neratinib 1 0 0 0 68 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
418593 Paclitaxel 1 0 0 0 32 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
419590 Paclitaxel + Ganetespib 0 0 1 0 63 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
420523 Paclitaxel + Neratinib 1 1 0 0 39 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
421829 Paclitaxel 0 0 1 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
421917 Paclitaxel 0 0 1 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
422013 Paclitaxel + Neratinib 1 1 0 0 32 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
422450 Paclitaxel + Neratinib 1 0 1 1 51 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
422454 Paclitaxel + MK-2206 1 0 0 0 45 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
423619 Paclitaxel + Neratinib 0 0 1 1 53 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
423979 Paclitaxel 1 0 0 0 54 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
424541 Paclitaxel 1 0 0 0 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
425173 Paclitaxel + Pembrolizumab 1 0 0 1 55 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
426106 Paclitaxel + MK-2206 1 0 1 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
427321 Paclitaxel + ABT 888 + Carboplatin 1 0 0 1 51 Black or African American NA Not Hispanic or Latino
429220 Paclitaxel + Ganitumab 0 0 1 0 52 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
430441 Paclitaxel + Ganitumab 1 0 0 0 30 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
431061 Paclitaxel + Pembrolizumab 1 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
432114 Paclitaxel + Pertuzumab + Trastuzumab 1 1 1 1 50 White NA Not Hispanic or Latino
433144 Paclitaxel 0 0 0 1 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
435279 Paclitaxel + Ganitumab 1 0 0 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
435313 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 52 Black or African American Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
436371 Paclitaxel 1 0 1 0 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
437162 T-DM1 + Pertuzumab 1 1 0 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
437968 Paclitaxel + Neratinib 1 1 0 0 60 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
439489 Paclitaxel + Ganetespib 1 0 0 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
442637 Paclitaxel + Trastuzumab 0 1 0 0 56 Asian Perimenopausal (6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
442669 Paclitaxel + Ganetespib 0 0 1 0 53 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
442981 Paclitaxel + Pembrolizumab 1 0 0 1 35 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
443444 Paclitaxel + Neratinib 0 1 1 0 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
443708 Paclitaxel + Neratinib 0 0 1 0 55 White NA Not Hispanic or Latino
446263 Paclitaxel + Pembrolizumab 1 0 1 1 53 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
451482 Paclitaxel + AMG 386 1 0 0 0 47 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
451816 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 43 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
452703 Paclitaxel + Ganetespib 1 0 1 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
453596 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 57 White NA Not Hispanic or Latino
454808 Paclitaxel + Ganitumab 0 0 1 0 56 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
455828 Paclitaxel 1 0 0 1 50 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
456432 Paclitaxel + Ganetespib 0 0 1 0 45 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
456506 Paclitaxel + Pembrolizumab 1 0 0 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
458196 Paclitaxel 1 0 0 0 46 Asian NA Not Hispanic or Latino
459311 Paclitaxel + Ganetespib 1 0 1 0 54 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
460642 Paclitaxel + Ganitumab 1 0 0 0 45 White NA Not Hispanic or Latino
460776 Paclitaxel 1 0 0 1 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
460812 Paclitaxel + Ganetespib 1 0 1 0 50 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
461824 Paclitaxel + ABT 888 + Carboplatin 0 0 0 0 36 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
462581 Paclitaxel + Ganetespib 0 0 1 0 69 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
462582 Paclitaxel 1 0 0 0 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
462605 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
464547 T-DM1 + Pertuzumab 1 1 1 1 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
465008 Paclitaxel + Ganitumab 1 0 1 0 62 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
466267 Paclitaxel + Ganetespib 0 0 1 1 51 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
467622 Paclitaxel + Ganitumab 1 0 1 0 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
467686 Paclitaxel + Ganitumab 1 0 1 1 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
472799 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 63 American Indian or Alaska Native;White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
473365 Paclitaxel + Pembrolizumab 1 0 0 0 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
473468 Paclitaxel + Ganetespib 0 0 1 0 54 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
473505 Paclitaxel + Pembrolizumab 1 0 1 0 56 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
474874 Paclitaxel + Pertuzumab + Trastuzumab 0 1 0 1 41 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
477816 Paclitaxel 1 0 0 0 39 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
477994 Paclitaxel + MK-2206 + Trastuzumab 1 1 1 1 54 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
478055 Paclitaxel 1 0 0 0 31 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
478484 Paclitaxel + Neratinib 0 0 0 0 64 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
478655 Paclitaxel + Pembrolizumab 0 0 1 1 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
479417 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 49 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
483667 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
483910 Paclitaxel + Pembrolizumab 0 0 0 0 50 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
484867 Paclitaxel + Neratinib 1 1 0 0 51 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
484894 Paclitaxel 1 0 0 0 31 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
485637 Paclitaxel + Pembrolizumab 0 0 0 0 54 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
489194 Paclitaxel + Pembrolizumab 1 0 1 1 33 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
489504 Paclitaxel 0 0 1 1 47 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
489973 Paclitaxel + AMG 386 0 0 1 0 39 Black or African American Above categories not applicable AND Age < 50 Not Hispanic or Latino
490023 Paclitaxel + MK-2206 + Trastuzumab 0 1 1 1 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
490805 T-DM1 + Pertuzumab 1 1 0 1 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
491526 Paclitaxel 1 0 0 0 71 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
491779 T-DM1 + Pertuzumab 1 1 1 1 70 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
492612 Paclitaxel 0 0 1 0 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
493472 Paclitaxel + Ganetespib 1 0 0 0 66 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
493519 Paclitaxel 1 0 0 0 40 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
493775 Paclitaxel + Ganetespib 0 0 1 1 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
494022 T-DM1 + Pertuzumab 0 1 1 0 58 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
494296 Paclitaxel + Pembrolizumab 1 0 0 0 50 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
494946 Paclitaxel + Pembrolizumab 0 0 1 1 51 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
495440 Paclitaxel 1 0 0 0 49 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
496205 Paclitaxel + AMG 386 1 0 0 1 68 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
497010 Paclitaxel + Pembrolizumab 0 0 1 1 31 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
498024 Paclitaxel + Ganetespib 0 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
498985 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 0 25 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
500826 Paclitaxel + Pembrolizumab 1 0 0 0 69 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
501303 Paclitaxel + Trastuzumab 0 1 1 1 47 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
502486 Paclitaxel 0 0 1 0 28 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
503034 Paclitaxel + Pertuzumab + Trastuzumab 0 1 0 0 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
504838 Paclitaxel 0 0 0 0 69 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
506623 Paclitaxel + MK-2206 0 0 1 0 69 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
507198 Paclitaxel 0 0 1 0 44 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
507249 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
509012 Paclitaxel + Ganitumab 0 0 1 1 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
510543 Paclitaxel + Ganetespib 1 0 1 0 62 White NA Not Hispanic or Latino
511851 Paclitaxel + Ganitumab 1 0 0 0 48 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
515105 Paclitaxel + Neratinib 1 1 0 0 38 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
515141 Paclitaxel + AMG 386 0 0 0 1 43 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
515281 Paclitaxel + Ganitumab 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
515284 Paclitaxel + Ganetespib 0 0 1 0 36 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
515565 Paclitaxel 0 0 1 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
516763 Paclitaxel + AMG 386 + Trastuzumab 0 1 1 1 50 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
516834 Paclitaxel + Ganitumab 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
517446 Paclitaxel 1 0 0 0 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
517870 Paclitaxel 0 0 1 0 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
518000 Paclitaxel + MK-2206 0 0 1 0 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
518576 Paclitaxel + Ganetespib 0 0 0 1 50 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
519738 Paclitaxel + Neratinib 0 1 0 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
520258 Paclitaxel 1 0 1 0 37 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
520471 Paclitaxel + Ganitumab 1 0 1 1 35 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
520986 Paclitaxel + MK-2206 1 0 0 1 53 Native Hawaiian or Pacific Islander Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
521860 Paclitaxel + AMG 386 0 0 1 0 35 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
522140 Paclitaxel 1 0 0 0 55 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
524170 Paclitaxel + Ganitumab 1 0 0 0 38 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
527320 Paclitaxel 0 0 0 0 45 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
527581 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 35 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
528479 Paclitaxel + Ganetespib 0 0 0 0 63 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
528833 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 1 61 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
530095 Paclitaxel + AMG 386 1 0 0 0 45 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
531672 Paclitaxel + AMG 386 1 0 0 0 28 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
531988 Paclitaxel + Ganitumab 0 0 1 1 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
532183 Paclitaxel 0 0 1 0 47 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
535415 Paclitaxel + MK-2206 + Trastuzumab 0 1 0 1 56 White Above categories not applicable AND Age > 50 Hispanic or Latino
535569 T-DM1 + Pertuzumab 0 1 1 0 50 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
535779 Paclitaxel + Ganitumab 0 0 1 0 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
536253 T-DM1 + Pertuzumab 1 1 0 1 51 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
539291 Paclitaxel + Neratinib 0 1 0 1 47 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
539876 Paclitaxel + Ganetespib 1 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
539904 Paclitaxel + Trastuzumab 1 1 0 0 45 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
540539 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 35 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
541165 Paclitaxel + Neratinib 0 0 1 0 49 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
542392 Paclitaxel + Ganitumab 0 0 1 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
543795 Paclitaxel + Pembrolizumab 1 0 0 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
547405 Paclitaxel + MK-2206 0 0 1 0 25 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
547892 Paclitaxel + Ganitumab 1 0 0 0 48 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
549172 Paclitaxel 0 0 0 0 45 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
550157 Paclitaxel 0 0 1 1 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
550421 Paclitaxel + Ganetespib 0 0 1 0 49 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
551795 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 40 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
552313 Paclitaxel + Neratinib 0 1 1 1 61 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
552549 Paclitaxel + AMG 386 1 0 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
553012 Paclitaxel + Pembrolizumab 1 0 0 0 63 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
553141 Paclitaxel + ABT 888 + Carboplatin 1 0 1 1 70 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
554577 Paclitaxel + Ganetespib 1 0 0 0 52 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
555214 Paclitaxel + AMG 386 + Trastuzumab 0 1 1 1 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
559021 Paclitaxel + Ganitumab 1 0 1 1 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
559263 Paclitaxel 0 0 1 0 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
563681 Paclitaxel + Ganitumab 1 0 1 0 23 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
563856 Paclitaxel + Neratinib 0 0 1 1 40 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
564234 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 33 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
564701 Paclitaxel + Ganitumab 0 0 1 0 31 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
566011 Paclitaxel + Neratinib 0 0 1 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
567201 Paclitaxel + Ganetespib 0 0 1 1 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
567907 Paclitaxel + Ganitumab 1 0 0 0 52 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
568331 Paclitaxel + AMG 386 0 0 0 0 51 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
568953 Paclitaxel + AMG 386 1 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
570148 Paclitaxel + Neratinib 1 1 0 0 44 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
570380 Paclitaxel + Neratinib 0 0 1 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
570685 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 70 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
570966 Paclitaxel + AMG 386 + Trastuzumab 1 1 1 0 51 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
571276 Paclitaxel + Ganetespib 0 0 1 0 48 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
571995 Paclitaxel + AMG 386 0 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
572016 Paclitaxel + Ganetespib 0 0 1 1 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
572235 Paclitaxel + Neratinib 1 1 0 0 54 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
572444 Paclitaxel + Neratinib 1 0 0 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
572731 Paclitaxel + ABT 888 + Carboplatin 1 0 1 1 34 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
572793 Paclitaxel + MK-2206 0 0 1 0 49 White NA Hispanic or Latino
573586 Paclitaxel + Trastuzumab 1 1 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
573605 Paclitaxel + MK-2206 0 0 1 0 38 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
573881 Paclitaxel + Neratinib 1 0 0 0 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
573919 Paclitaxel + MK-2206 + Trastuzumab 0 1 0 0 65 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
574091 Paclitaxel + Pembrolizumab 0 0 1 1 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
575372 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 66 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
575457 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
578975 Paclitaxel + MK-2206 0 0 0 1 43 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
579881 Paclitaxel 1 0 0 0 32 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
580541 Paclitaxel 1 0 0 0 61 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
580632 Paclitaxel + Ganitumab 1 0 0 0 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
581648 Paclitaxel 0 0 0 0 42 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
584561 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
586091 Paclitaxel + Pembrolizumab 1 0 1 1 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
586207 Paclitaxel + AMG 386 0 0 1 1 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
587388 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
587604 Paclitaxel 0 0 1 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
587691 T-DM1 + Pertuzumab 1 1 0 1 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
589502 Paclitaxel + Ganetespib 1 0 0 1 67 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
590220 Paclitaxel + MK-2206 0 0 1 1 41 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
590299 Paclitaxel + AMG 386 0 0 1 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
591079 Paclitaxel + Ganetespib 0 0 1 1 43 White Above categories not applicable AND Age < 50 Hispanic or Latino
591180 Paclitaxel + Neratinib 0 0 1 0 57 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
591810 Paclitaxel + MK-2206 1 0 0 1 35 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
592535 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 44 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
596079 Paclitaxel + Trastuzumab 0 1 0 1 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
596458 Paclitaxel + Neratinib 1 1 0 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
597253 Paclitaxel + AMG 386 1 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
597873 Paclitaxel + Pembrolizumab 0 0 1 0 36 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
597907 Paclitaxel + AMG 386 1 0 0 0 52 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
598798 Paclitaxel + ABT 888 + Carboplatin 1 0 1 0 46 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
598835 T-DM1 + Pertuzumab 0 1 1 0 41 American Indian or Alaska Native Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
600536 Paclitaxel + AMG 386 0 0 1 0 37 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
601489 Paclitaxel + MK-2206 + Trastuzumab 0 1 1 0 54 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
602451 Paclitaxel + Ganetespib 1 0 1 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
602943 Paclitaxel 0 0 1 1 38 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
604199 Paclitaxel + MK-2206 1 0 0 0 60 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
604326 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
604380 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 52 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
605713 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 38 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
607047 Paclitaxel + AMG 386 1 0 0 1 41 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
607843 Paclitaxel 1 0 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
609151 Paclitaxel + MK-2206 + Trastuzumab 0 1 1 1 40 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
609642 Paclitaxel + MK-2206 + Trastuzumab 0 1 1 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
609897 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 47 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
611662 Paclitaxel + Neratinib 0 1 0 0 55 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
613188 Paclitaxel + AMG 386 0 0 0 0 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
613961 Paclitaxel + Ganetespib 0 0 1 1 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
614044 Paclitaxel 0 0 0 0 52 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
614434 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 1 56 White Above categories not applicable AND Age < 50 Hispanic or Latino
615873 Paclitaxel 0 0 1 1 48 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
616994 Paclitaxel 1 0 1 0 43 Black or African American Above categories not applicable AND Age < 50 Not Hispanic or Latino
618240 Paclitaxel + AMG 386 0 0 1 0 35 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
618717 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 29 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
618860 Paclitaxel + Ganitumab 1 0 1 0 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
621179 Paclitaxel + AMG 386 1 0 0 0 53 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
622078 Paclitaxel + Neratinib 0 1 1 0 46 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
622315 Paclitaxel + AMG 386 0 0 1 0 48 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
622688 Paclitaxel + Pembrolizumab 0 0 1 1 29 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
623086 Paclitaxel + Neratinib 1 0 1 0 34 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
623569 Paclitaxel + Ganetespib 0 0 1 1 40 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
624777 T-DM1 + Pertuzumab 1 1 0 0 52 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
625800 Paclitaxel + Neratinib 1 1 0 0 50 White Perimenopausal (6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
625854 Paclitaxel + Pembrolizumab 0 0 1 1 51 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
627118 Paclitaxel + Trastuzumab 0 1 0 0 44 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
627981 Paclitaxel 0 0 0 1 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
628692 Paclitaxel + Neratinib 1 0 0 0 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
628788 Paclitaxel + Ganitumab 0 0 1 0 32 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
628823 Paclitaxel + Ganitumab 0 0 1 0 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
629210 Paclitaxel + Neratinib 1 0 0 0 40 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
629371 Paclitaxel + MK-2206 + Trastuzumab 0 1 1 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
629606 Paclitaxel + Ganitumab 0 0 1 0 42 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
630758 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
631299 Paclitaxel + Ganetespib 0 0 1 0 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
631337 Paclitaxel 1 0 0 0 28 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
632408 Paclitaxel + AMG 386 1 0 1 0 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
635632 Paclitaxel + MK-2206 + Trastuzumab 0 1 0 1 46 Asian Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
635862 Paclitaxel + AMG 386 0 0 1 0 37 Asian,White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
636424 Paclitaxel 0 0 1 0 33 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
637051 Paclitaxel + Ganetespib 0 0 1 0 52 White Above categories not applicable AND Age > 50 Hispanic or Latino
637566 Paclitaxel + MK-2206 0 0 1 0 68 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
637752 Paclitaxel + AMG 386 0 0 1 1 48 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
638126 Paclitaxel 1 0 0 0 58 White NA NA
639663 Paclitaxel + MK-2206 0 0 1 0 30 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
640043 Paclitaxel + Pembrolizumab 1 0 0 0 33 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
640463 Paclitaxel + ABT 888 + Carboplatin 1 0 1 1 31 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
640927 Paclitaxel + Neratinib 0 0 0 0 62 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
641246 Paclitaxel + Neratinib 1 1 0 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
641697 Paclitaxel + Ganetespib 1 0 1 0 26 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
641977 Paclitaxel + AMG 386 1 0 0 0 57 Native Hawaiian or Pacific Islander Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
644186 Paclitaxel 1 0 0 0 46 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
644609 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 67 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
646233 Paclitaxel + AMG 386 1 0 0 0 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
646600 Paclitaxel + Ganetespib 1 0 1 0 35 White NA Not Hispanic or Latino
649198 Paclitaxel + Pertuzumab + Trastuzumab 0 1 0 0 50 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
650589 Paclitaxel + AMG 386 0 0 0 0 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
651145 Paclitaxel + MK-2206 1 0 0 0 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
651401 Paclitaxel + Pembrolizumab 0 0 1 0 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
651541 Paclitaxel + Neratinib 0 0 1 1 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
652480 Paclitaxel + AMG 386 0 0 1 0 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
653325 Paclitaxel + AMG 386 1 0 0 0 35 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
653927 Paclitaxel 0 0 1 1 38 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
654021 Paclitaxel 1 0 0 0 46 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
654064 Paclitaxel + MK-2206 1 0 0 0 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
654956 Paclitaxel + Neratinib 0 1 1 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
655128 Paclitaxel + AMG 386 1 0 0 0 49 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
655703 Paclitaxel + AMG 386 1 0 0 0 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
655795 Paclitaxel 1 0 1 1 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
658541 Paclitaxel 1 0 1 0 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
660534 Paclitaxel + Pembrolizumab 0 0 1 1 50 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
660915 Paclitaxel + Neratinib 1 0 1 0 54 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
661730 Paclitaxel + AMG 386 0 0 1 1 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
663144 Paclitaxel + Ganitumab 1 0 1 0 48 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
663197 Paclitaxel + Pembrolizumab 0 0 1 0 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
663467 Paclitaxel + ABT 888 + Carboplatin 1 0 1 0 45 Black or African American NA Not Hispanic or Latino
664111 Paclitaxel + MK-2206 0 0 1 1 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
664658 Paclitaxel + Pembrolizumab 1 0 0 1 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
666147 Paclitaxel + Ganitumab 1 0 0 0 27 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
666450 Paclitaxel + Neratinib 1 1 0 0 45 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
666715 Paclitaxel + Ganetespib 1 0 0 0 32 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
668752 Paclitaxel + Pembrolizumab 0 0 1 0 58 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
672734 Paclitaxel + Ganitumab 1 0 1 0 39 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
674897 Paclitaxel 0 0 1 0 50 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
676048 Paclitaxel + ABT 888 + Carboplatin 0 0 0 0 52 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
676365 Paclitaxel + Ganetespib 0 0 1 0 31 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
676630 Paclitaxel + Ganitumab 0 0 1 1 42 White Above categories not applicable AND Age < 50 Hispanic or Latino
677910 Paclitaxel + AMG 386 0 0 1 0 45 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
677915 Paclitaxel 1 0 1 0 43 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
679787 Paclitaxel 0 0 1 0 33 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
680881 Paclitaxel + MK-2206 1 0 1 0 33 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
683173 Paclitaxel + Pembrolizumab 1 0 0 1 51 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
683374 Paclitaxel + Neratinib 1 1 0 0 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
683457 Paclitaxel + Ganitumab 0 0 1 0 50 Black or African American NA Not Hispanic or Latino
683896 Paclitaxel + AMG 386 1 0 0 0 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
685182 Paclitaxel + Pertuzumab + Trastuzumab 1 1 1 1 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
685753 Paclitaxel + AMG 386 1 0 0 0 46 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
685795 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 0 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
687288 T-DM1 + Pertuzumab 0 1 1 1 57 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
687733 Paclitaxel + Ganetespib 1 0 0 0 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
688291 Paclitaxel + AMG 386 1 0 0 0 56 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
688955 Paclitaxel 1 0 1 0 40 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
689076 Paclitaxel 1 0 0 0 32 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
689188 Paclitaxel + Ganetespib 1 0 1 1 72 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
689452 Paclitaxel 0 0 1 0 63 White NA Not Hispanic or Latino
689480 Paclitaxel + AMG 386 1 0 0 0 54 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
690089 Paclitaxel + AMG 386 0 0 0 0 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
690410 Paclitaxel + Ganetespib 1 0 0 0 69 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
691753 Paclitaxel + Ganitumab 1 0 0 0 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
692885 Paclitaxel + Pembrolizumab 0 0 1 0 40 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
695521 Paclitaxel + AMG 386 1 0 0 0 57 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
697098 Paclitaxel + Neratinib 0 0 1 1 37 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
697871 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
698094 Paclitaxel 1 0 0 0 53 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
700549 Paclitaxel + MK-2206 1 0 0 0 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
701790 Paclitaxel + Pembrolizumab 1 0 0 0 65 American Indian or Alaska Native Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
703401 Paclitaxel 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
703455 Paclitaxel + Ganetespib 0 0 1 0 44 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
705381 T-DM1 + Pertuzumab 1 1 0 1 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
706169 Paclitaxel 0 0 1 0 70 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
706418 T-DM1 + Pertuzumab 0 1 1 1 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
706639 Paclitaxel 0 0 1 0 50 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
706943 Paclitaxel + Neratinib 0 1 1 0 52 Black or African American NA Not Hispanic or Latino
708387 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 29 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
709559 Paclitaxel 1 0 0 0 48 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
711476 Paclitaxel 1 0 0 1 47 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
712276 Paclitaxel + MK-2206 1 0 0 1 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
712785 Paclitaxel 0 0 1 0 50 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
712917 Paclitaxel + Ganetespib 0 0 1 1 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
714205 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 68 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
719713 Paclitaxel + Ganetespib 1 0 0 0 38 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
720065 Paclitaxel + Trastuzumab 1 1 0 0 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
721099 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 47 White NA Hispanic or Latino
723918 Paclitaxel + Neratinib 1 1 0 1 35 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
724293 T-DM1 + Pertuzumab 1 1 0 1 41 White NA Not Hispanic or Latino
724384 Paclitaxel 1 0 0 0 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
725455 Paclitaxel + Trastuzumab 0 1 1 0 49 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
726091 Paclitaxel + Neratinib 0 0 1 1 43 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
726381 Paclitaxel + Trastuzumab 1 1 0 0 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
726940 Paclitaxel 0 0 0 0 51 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
727255 T-DM1 + Pertuzumab 0 1 1 0 53 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
727804 Paclitaxel + MK-2206 0 0 1 1 43 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
728149 T-DM1 + Pertuzumab 1 1 0 0 46 White NA Not Hispanic or Latino
728182 Paclitaxel + AMG 386 1 0 0 0 41 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
728287 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 1 66 White NA Not Hispanic or Latino
728714 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 50 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
729270 Paclitaxel + Neratinib 0 1 0 1 50 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
729732 Paclitaxel + MK-2206 1 0 0 0 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
732137 Paclitaxel + MK-2206 0 0 1 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
733276 Paclitaxel + Ganetespib 0 0 1 0 54 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
733962 Paclitaxel + Neratinib 0 1 0 1 51 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
734997 Paclitaxel 1 0 1 0 38 White NA Not Hispanic or Latino
735673 Paclitaxel 1 0 0 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
736721 Paclitaxel + AMG 386 1 0 1 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
738041 Paclitaxel + Pertuzumab + Trastuzumab 1 1 1 1 37 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
741535 Paclitaxel 1 0 0 0 33 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
742477 Paclitaxel + Trastuzumab 1 1 0 0 44 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
745633 Paclitaxel + Ganitumab 1 0 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
746265 Paclitaxel + Neratinib 1 0 0 0 35 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
746731 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 46 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
748583 Paclitaxel + MK-2206 1 0 0 0 67 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
748611 Paclitaxel 1 0 1 1 59 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
749097 Paclitaxel 1 0 0 0 46 Black or African American Above categories not applicable AND Age < 50 Not Hispanic or Latino
752372 Paclitaxel 1 0 0 0 59 White Above categories not applicable AND Age < 50 Hispanic or Latino
752469 Paclitaxel 0 0 1 0 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
753109 Paclitaxel + MK-2206 0 0 1 1 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
755914 Paclitaxel + MK-2206 0 0 1 1 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
756412 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 46 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
759015 Paclitaxel + Neratinib 1 0 0 0 36 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
759418 Paclitaxel + Ganetespib 1 0 0 0 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
760011 T-DM1 + Pertuzumab 1 1 0 1 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
760901 Paclitaxel + Ganitumab 0 0 1 1 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
765671 Paclitaxel + AMG 386 0 0 0 1 41 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
765773 Paclitaxel + Ganetespib 0 0 1 1 49 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
766301 Paclitaxel + AMG 386 1 0 0 0 49 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
766967 Paclitaxel + Ganitumab 1 0 0 1 44 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
767081 T-DM1 + Pertuzumab 0 1 0 1 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
767934 Paclitaxel 0 0 1 1 68 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
768214 Paclitaxel + AMG 386 0 0 1 0 51 White NA Not Hispanic or Latino
769972 Paclitaxel + Ganitumab 1 0 0 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
771151 Paclitaxel + AMG 386 0 0 1 1 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
771443 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 51 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
771813 Paclitaxel 0 0 1 0 49 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
774840 Paclitaxel + Ganitumab 0 0 1 1 56 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
775346 Paclitaxel 1 0 0 0 35 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
778020 Paclitaxel + Neratinib 1 0 1 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
778527 Paclitaxel + MK-2206 0 0 1 1 44 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
779739 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 1 47 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
780272 Paclitaxel + Ganitumab 0 0 1 0 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
781335 Paclitaxel + ABT 888 + Carboplatin 0 0 0 0 57 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
781642 Paclitaxel + Ganetespib 0 0 1 0 61 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
782334 Paclitaxel 1 0 0 0 46 Black or African American Perimenopausal (6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
783427 Paclitaxel 1 0 1 1 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
783578 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 48 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
783764 Paclitaxel + Ganitumab 1 0 0 0 54 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
783771 Paclitaxel 1 0 1 0 31 Black or African American Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
786003 T-DM1 + Pertuzumab 1 1 1 1 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
786480 Paclitaxel + Ganetespib 1 0 1 0 41 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
786753 Paclitaxel + MK-2206 + Trastuzumab 0 1 0 0 59 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
787415 Paclitaxel + AMG 386 0 0 1 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
788149 Paclitaxel + AMG 386 + Trastuzumab 1 1 0 1 57 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
789497 Paclitaxel + AMG 386 1 0 0 0 54 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
790070 Paclitaxel + Neratinib 1 1 0 0 44 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
790397 T-DM1 + Pertuzumab 1 1 0 1 33 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
790722 Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
791321 Paclitaxel + MK-2206 0 0 1 0 31 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
791944 Paclitaxel + Neratinib 1 1 0 0 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
792181 Paclitaxel + AMG 386 0 0 1 1 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
792412 Paclitaxel + Pembrolizumab 0 0 1 0 32 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
793155 Paclitaxel + MK-2206 1 0 1 0 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
793684 Paclitaxel + Ganetespib 0 0 1 0 48 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
794128 Paclitaxel + Ganitumab 0 0 0 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
794428 Paclitaxel 0 0 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
795996 Paclitaxel + Pertuzumab + Trastuzumab 1 1 1 1 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
796558 Paclitaxel 0 0 0 0 38 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
797427 Paclitaxel + Trastuzumab 1 1 0 0 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
797499 T-DM1 + Pertuzumab 0 1 1 1 52 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
797639 Paclitaxel + MK-2206 1 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
798604 Paclitaxel + Ganitumab 0 0 1 1 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
799149 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 35 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
800447 Paclitaxel + Ganitumab 0 0 1 1 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
800710 Paclitaxel 0 0 1 0 29 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
801641 Paclitaxel + MK-2206 0 0 1 0 53 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
802105 Paclitaxel + Pembrolizumab 1 0 0 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
802308 Paclitaxel + Ganitumab 0 0 1 0 52 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
802778 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
803514 Paclitaxel 1 0 0 0 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
803677 Paclitaxel + MK-2206 0 0 1 0 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
804233 Paclitaxel + Pembrolizumab 0 0 1 1 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
804979 Paclitaxel + Ganitumab 1 0 0 0 47 Asian NA Not Hispanic or Latino
805136 Paclitaxel + AMG 386 + Trastuzumab 0 1 1 0 52 Black or African American NA Not Hispanic or Latino
808714 Paclitaxel 0 0 1 0 69 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
809037 Paclitaxel 1 0 0 0 52 White Perimenopausal (6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
809649 Paclitaxel + Trastuzumab 0 1 0 1 44 Black or African American Above categories not applicable AND Age < 50 Not Hispanic or Latino
810965 Paclitaxel + Ganetespib 0 0 1 1 66 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
812089 Paclitaxel + Neratinib 0 0 0 0 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
814299 Paclitaxel + Neratinib 0 1 0 1 40 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
815421 Paclitaxel + Neratinib 1 1 0 0 68 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
815493 Paclitaxel + Pembrolizumab 0 0 1 1 37 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
819622 Paclitaxel 1 0 0 0 53 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
820348 Paclitaxel 1 0 1 0 33 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
820807 Paclitaxel + Ganitumab 1 0 0 1 50 Black or African American Above categories not applicable AND Age < 50 Not Hispanic or Latino
823618 Paclitaxel + AMG 386 1 0 0 0 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
824234 Paclitaxel + Trastuzumab 1 1 0 1 30 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
824350 T-DM1 + Pertuzumab 0 1 1 1 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
824512 Paclitaxel + Ganetespib 1 0 0 0 68 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
825363 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 29 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
828199 Paclitaxel + Neratinib 1 0 0 0 43 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
829491 Paclitaxel + AMG 386 0 0 0 0 57 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
830486 Paclitaxel + Ganetespib 0 0 1 0 36 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
830958 Paclitaxel + Pembrolizumab 1 0 0 0 55 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
831702 T-DM1 + Pertuzumab 1 1 0 0 42 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
831848 T-DM1 + Pertuzumab 0 1 1 1 38 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
832056 Paclitaxel + Pembrolizumab 0 0 1 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
833536 Paclitaxel + ABT 888 + Carboplatin 0 0 0 1 50 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
834418 Paclitaxel 1 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
835137 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 71 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
835658 Paclitaxel + Neratinib 1 0 1 1 50 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
836114 Paclitaxel + AMG 386 1 0 1 0 48 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
836983 Paclitaxel + Neratinib 1 1 0 1 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
839274 Paclitaxel + MK-2206 + Trastuzumab 1 1 1 0 68 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
840501 Paclitaxel + AMG 386 0 0 0 1 33 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
841336 Paclitaxel 1 0 0 0 47 Black or African American NA Not Hispanic or Latino
843554 Paclitaxel 0 0 1 0 31 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
845079 T-DM1 + Pertuzumab 1 1 1 1 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
845147 Paclitaxel + MK-2206 1 0 0 0 46 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
845663 Paclitaxel 1 0 0 0 32 Asian Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
845783 Paclitaxel + AMG 386 1 0 1 1 34 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
846156 Paclitaxel + Ganetespib 0 0 1 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
847272 Paclitaxel 0 0 1 0 51 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
847753 Paclitaxel + Pembrolizumab 1 0 0 1 54 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
848003 Paclitaxel + AMG 386 0 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
848371 Paclitaxel + Pembrolizumab 0 0 1 1 32 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
849605 Paclitaxel + Neratinib 0 0 1 0 33 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
851180 Paclitaxel + Neratinib 1 1 0 0 50 White Above categories not applicable AND Age > 50 Hispanic or Latino
851223 Paclitaxel + AMG 386 1 0 1 0 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
851488 Paclitaxel + Ganitumab 1 0 0 0 63 White NA Not Hispanic or Latino
856159 Paclitaxel + Trastuzumab 1 1 0 0 46 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
857165 Paclitaxel + Pembrolizumab 1 0 1 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
859699 Paclitaxel + Trastuzumab 1 1 0 1 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
860243 Paclitaxel + Ganetespib 1 0 1 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
860901 Paclitaxel + AMG 386 0 0 1 1 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
861745 Paclitaxel + MK-2206 1 0 1 0 31 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
862244 Paclitaxel + Pertuzumab + Trastuzumab 0 1 0 0 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
863161 Paclitaxel + MK-2206 + Trastuzumab 0 1 0 1 55 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
865416 T-DM1 + Pertuzumab 1 1 0 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
866660 Paclitaxel 1 0 0 0 38 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
870077 Paclitaxel + Ganitumab 1 0 0 0 60 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
872188 Paclitaxel + Neratinib 0 1 0 1 60 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
873686 Paclitaxel + Pembrolizumab 1 0 0 0 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
875089 Paclitaxel + Ganitumab 0 0 1 0 42 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
876511 Paclitaxel + Neratinib 0 0 1 0 39 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
877463 Paclitaxel + Ganetespib 0 0 1 0 45 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
879224 Paclitaxel 0 0 0 0 33 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
882538 Paclitaxel + Ganitumab 0 0 1 1 56 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
882553 Paclitaxel + AMG 386 1 0 0 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
883696 Paclitaxel + ABT 888 + Carboplatin 1 0 1 0 27 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
883886 Paclitaxel + Neratinib 0 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
884011 Paclitaxel + Ganitumab 1 0 0 0 66 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
884266 Paclitaxel + Ganetespib 1 0 0 0 49 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
885590 Paclitaxel 1 0 0 0 47 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
885871 Paclitaxel 0 0 1 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
887594 Paclitaxel + MK-2206 0 0 1 1 39 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
889049 Paclitaxel + Trastuzumab 0 1 0 0 36 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
889225 Paclitaxel + AMG 386 1 0 0 0 46 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
889721 T-DM1 + Pertuzumab 0 1 1 1 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
890372 Paclitaxel + Ganitumab 0 0 0 0 39 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
890414 Paclitaxel 0 0 0 1 55 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
891645 Paclitaxel + Neratinib 0 1 0 0 37 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
892390 Paclitaxel + Pembrolizumab 0 0 1 1 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
893874 Paclitaxel + Ganetespib 0 0 1 1 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
894128 Paclitaxel + AMG 386 0 0 1 1 57 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
894491 Paclitaxel + ABT 888 + Carboplatin 1 0 1 0 49 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
894673 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 59 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
895653 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
896621 Paclitaxel 1 0 0 0 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
896852 T-DM1 + Pertuzumab 1 1 0 0 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
896939 Paclitaxel + Pembrolizumab 1 0 0 0 63 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
898618 Paclitaxel + Ganitumab 1 0 0 0 54 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
899381 Paclitaxel 1 0 1 1 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
899692 Paclitaxel 0 0 1 1 57 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
900959 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
901705 Paclitaxel 1 0 0 0 42 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
903880 Paclitaxel + Neratinib 1 1 0 0 53 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
904269 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
905264 Paclitaxel + MK-2206 + Trastuzumab 0 1 0 0 69 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
906042 Paclitaxel 1 0 0 0 55 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
906795 Paclitaxel + Trastuzumab 1 1 1 0 29 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
910188 Paclitaxel + Ganitumab 1 0 0 0 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
910706 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 37 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
912836 Paclitaxel + Ganetespib 0 0 1 0 57 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
913225 Paclitaxel + Neratinib 1 1 0 1 51 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
913527 Paclitaxel 0 0 1 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
914968 Paclitaxel + Ganetespib 0 0 1 0 30 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
916586 Paclitaxel + Ganetespib 1 0 0 0 46 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
916645 Paclitaxel 1 0 0 1 50 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
917762 Paclitaxel + Ganitumab 1 0 0 0 35 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
918979 Paclitaxel + Ganitumab 0 0 1 0 60 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
920479 Paclitaxel + Neratinib 0 1 0 0 45 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
922872 Paclitaxel 1 0 0 0 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
923968 Paclitaxel + AMG 386 1 0 0 1 40 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
924071 Paclitaxel + AMG 386 1 0 0 0 57 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
924812 Paclitaxel + AMG 386 0 0 0 0 60 White NA Hispanic or Latino
924868 Paclitaxel + Ganetespib 0 0 1 1 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
924895 Paclitaxel + Ganetespib 1 0 0 0 39 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
925691 Paclitaxel + Neratinib 0 1 0 0 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
928170 Paclitaxel + Ganitumab 1 0 0 0 67 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
928446 Paclitaxel + Ganitumab 1 0 0 0 39 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
928815 Paclitaxel + AMG 386 0 0 1 0 38 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
929391 Paclitaxel 0 0 1 0 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
929980 Paclitaxel + MK-2206 + Trastuzumab 0 1 1 1 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
930172 Paclitaxel + Neratinib 1 1 0 0 44 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
930853 Paclitaxel + AMG 386 1 0 0 1 45 Native Hawaiian or Other Pacific Islande Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
930903 Paclitaxel + Ganetespib 1 0 1 0 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
932200 Paclitaxel 1 0 1 0 24 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
934459 Paclitaxel + ABT 888 + Carboplatin 0 0 0 0 70 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
934906 Paclitaxel 0 0 1 0 32 Asian;White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
935460 Paclitaxel 0 0 1 0 65 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
938719 Paclitaxel 1 0 1 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
940186 Paclitaxel + Ganetespib 1 0 0 1 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
941191 Paclitaxel + Neratinib 1 1 0 0 52 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
941926 Paclitaxel 1 0 0 0 51 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
942017 Paclitaxel 1 0 1 0 44 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
943633 Paclitaxel + AMG 386 0 0 1 0 50 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
943879 Paclitaxel + Ganetespib 0 0 1 1 40 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
944419 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 38 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
944536 Paclitaxel + Neratinib 0 1 0 1 58 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
946927 Paclitaxel + MK-2206 + Trastuzumab 0 1 0 1 63 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
947398 T-DM1 + Pertuzumab 1 1 0 1 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
949444 Paclitaxel + AMG 386 0 0 1 0 34 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
950131 Paclitaxel 1 0 0 1 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
950742 Paclitaxel + Ganitumab 1 0 0 0 40 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
953262 Paclitaxel + Neratinib 1 0 1 0 36 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
953885 T-DM1 + Pertuzumab 1 1 1 0 42 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
955035 Paclitaxel + Ganitumab 0 0 1 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
955953 Paclitaxel + MK-2206 + Trastuzumab 0 1 0 1 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
957408 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 29 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
959366 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 65 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
960029 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 43 Native Hawaiian or Pacific Islander Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
960490 Paclitaxel + Pembrolizumab 0 0 1 1 36 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
960963 Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
962153 Paclitaxel + AMG 386 + Trastuzumab 1 1 1 0 55 White NA Hispanic or Latino
962472 Paclitaxel + AMG 386 1 0 0 0 29 Black or African American Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
962664 Paclitaxel 0 0 1 1 30 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
962827 Paclitaxel + Ganitumab 1 0 0 0 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
963303 Paclitaxel 1 0 0 0 37 Asian;White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
963604 Paclitaxel + AMG 386 1 0 0 0 51 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
965265 Paclitaxel + AMG 386 0 0 1 0 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
966016 Paclitaxel + Ganitumab 1 0 0 1 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
970839 Paclitaxel 1 0 1 0 58 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
971492 Paclitaxel + AMG 386 1 0 1 0 32 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
972307 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 47 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
973837 Paclitaxel + Ganitumab 1 0 0 0 47 Asian Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
974181 Paclitaxel + AMG 386 0 0 1 1 41 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
974618 Paclitaxel + AMG 386 0 0 0 1 67 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
981461 T-DM1 + Pertuzumab 1 1 0 0 44 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
981664 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 50 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
982086 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
982505 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 51 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
983841 Paclitaxel + Ganetespib 0 0 1 1 52 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
986734 Paclitaxel + Ganetespib 1 0 0 0 33 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
987728 Paclitaxel + Ganitumab 0 0 1 1 56 Asian Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
987914 Paclitaxel 0 0 1 0 57 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
987995 Paclitaxel + AMG 386 1 0 0 0 56 White Above categories not applicable AND Age > 50 Hispanic or Latino
988443 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 49 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
988665 Paclitaxel + Ganetespib 1 0 0 0 49 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
990443 Paclitaxel + Pembrolizumab 1 0 0 0 53 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
991818 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 1 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
992609 Paclitaxel + AMG 386 0 0 1 1 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
994987 Paclitaxel + ABT 888 + Carboplatin 1 0 0 0 62 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
995480 Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 46 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
997702 Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 31 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
999264 Paclitaxel + Pertuzumab + Trastuzumab 0 1 1 1 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
999733 Paclitaxel + MK-2206 1 0 0 0 47 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino

Step 2: Summary of Radiomics Data

  • Each patient has 4 MRI scans (T1-T4)
  • MRI features include:
    • Functional Tumor Volume (FTV)
    • Longest Tumor Diameter
    • Sphericity
  • Data collected from 22+ clinical centers

Step 3: Identify Common Patients

To integrate genomics and radiomics data, we match patient IDs across datasets.

# Prepare genomic clinical data
Genomics_clin <- clin  
Genomics_clin$patientid <- sub("^X", "", Genomics_clin$patientid)  # Remove "X" prefix
rownames(Genomics_clin) <- Genomics_clin$patientid
colnames(expr) <- sub("^X", "", colnames(expr))

# Identify common patients
common_patients <- intersect(Genomics_clin$patientid, Radiomics_clin$Patient_ID)  

# Print count of common patients
cat("Patients with both microarray and MRI data:", length(common_patients), "\n")
## Patients with both microarray and MRI data: 982

Step 4: Visualize Patient Overlap

A Venn diagram illustrates genomics vs . radiomics patient overlap.

# Create Venn diagram
venn_data <- list(Genomics = Genomics_clin$patientid, Radiomics = Radiomics_clin$Patient_ID)

ggvenn(venn_data, fill_color = c("#A6CEE3", "#FB9A99"), stroke_size = 0.5, set_name_size = 4) +
  ggtitle("Overlap of Genomics (Microarray) and Radiomics (MRI) Patient IDs") +
  theme(plot.title = element_text(hjust = 0.5, size = 12, face = "bold"), plot.background = element_rect(fill = "white"), panel.background = element_blank())

Merge Genomics & Radiomics Data

Merging both datasets based on common patient IDs.

Adjustments:

  • Prefix MRI columns with "Radiomics_"
  • Ensure consistent patient IDs
  • Save merged dataset for analysis
# Add prefix to radiomics columns
colnames(Radiomics_clin)[-which(colnames(Radiomics_clin) == "Patient_ID")] <- paste0("Radiomics_", colnames(Radiomics_clin)[-which(colnames(Radiomics_clin) == "Patient_ID")])

# Merge datasets
merged_clin <- merge(Genomics_clin, Radiomics_clin, by.x = "patientid", by.y = "Patient_ID")

# Sort by patient ID
merged_clin <- merged_clin[order(merged_clin$patientid), ]

# Display merged dataset with scrolling
kable(head(merged_clin,50), caption = "Merged Clinical Data (Genomics & Radiomics)") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
Merged Clinical Data (Genomics & Radiomics)
patientid sex age cancer_type histo tissueid stage response.other.info recist response treatment dna rna survival_time_pfs event_occurred_pfs survival_time_os event_occurred_os survival_unit survival_type TMB_raw nsTMB_raw indel_TMB_raw indel_nsTMB_raw TMB_perMb nsTMB_perMb indel_TMB_perMb indel_nsTMB_perMb CIN CNA_tot AMP DEL treatmentid dna_info rna_info Arm..short.name. pCR HR HER2 MP2 Immune. DRD. BP.subtype Receptor.Subtype I.SPY2.Subtypes RPS.5 BP.HER2.2..6 BP.HER2.2..4 BP.HER2.2..Immune.5 BP.HR.HER2.2..Immune.6 HER2.3.state..3. BP.HR.HER2.3..6 BP.HER2.3..6 BP.Immune.HER2.3..5 BP.HR.Immune.HER2.3..6 DRD.Immune.HER2.3..6 RPS.7..i.e..DRD.Immune.HR.HER2.3..7. ICS5_score Chemokine12_score Module5_TcellBcell_score STAT1_sig Module3_IFN_score Dendritic_cells B_cells Mast_cells Module11_Prolif_score MP_index_adj…1. Basal_Index PARPi7_score PARPi7_plus_MP2 VCpred_TN STMN1_dat HER2_Index Mod7_ERBB2 ERBB2.Y1248 EGFR.Y1173 mTOR.S2448 IGF1R_dat TIE2.Y992 Mod10_ECM RPL24_dat LYMPHS_PCA_16704732 Luminal_Index ER_PGR_avg PAM50.Subtype TNBCtype_7class TNBC_BB_4class Radiomics_Arm Radiomics_HR Radiomics_HER2 Radiomics_MP Radiomics_pCR Radiomics_Age_at_Screening Radiomics_Race Radiomics_menopausal_status Radiomics_ethnicity
100899 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.20870 0.796000 0.63020 1.036000 0.193300 -0.08080 -0.064170 -0.06758 -0.38930 -0.07714 1.22300 0.99240 0.86020 0.191100 -1.06900 -0.6318 -0.79760 NA NA NA -0.7939000 NA 0.28970 -0.24500 -0.823600 -0.72510 -0.497100 Basal BL2 LAR Paclitaxel + Ganitumab 0 0 1 0 53 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
102011 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR+/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.21900 0.509100 0.65020 0.299100 -0.362000 0.75260 0.426100 -0.54970 1.17800 1.37800 1.11000 0.66820 0.93300 -0.524900 0.20960 -0.5996 -0.67160 NA NA NA -0.3970000 NA -1.99300 3.00200 2.261000 -0.74760 -0.191700 Basal NA NA Paclitaxel + Ganetespib 1 0 1 1 32 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
102212 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + MK-2206 NA NA MK2206 0 0 0 0 1 1 Basal-type TN TN/MP1 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.10000 0.978200 1.43200 0.367300 0.253600 0.59370 2.008000 1.25100 -2.17800 -1.29500 0.90250 -0.28720 -0.58080 1.100000 -0.94570 -0.4772 -0.74750 NA NA NA 0.1968000 NA 0.98770 0.78080 -0.686600 0.01676 0.118600 Normal MSL MES Paclitaxel + MK-2206 0 0 0 0 26 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
103693 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 0 0 1 Basal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- HR+HER2-/BP_Basal/Immune- HER2=0 HR+/HER2=0 HER2=0/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR+/HER2=0/Immune- or HR+/HER2low/BP-Basal/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ -0.83620 -1.249000 -1.12600 -1.293000 -1.353000 -0.39820 -0.444500 0.09109 -0.84910 -0.21730 -0.26370 -0.05050 -0.10260 -0.521800 -0.94400 -0.5073 -0.31860 -0.2776 -0.26030 0.07633 0.2533000 NA 0.40100 0.25040 -0.293600 -0.62400 -0.556700 Her2 NA NA Paclitaxel + Pembrolizumab 1 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
103939 F NA Breast NA Breast NA NR NA NR chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -0.87290 -1.231000 -1.18500 -1.959000 -1.958000 -0.80620 -0.649100 -0.48040 1.23000 -1.00400 -1.16000 -0.76310 -0.93200 -0.730200 0.69100 -0.6237 0.09161 -0.3335 -0.28550 -0.15270 0.9003000 NA -0.91140 0.54750 1.307000 1.58500 2.070000 LumB NA NA Paclitaxel 1 0 0 0 51 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
104268 F NA Breast NA Breast NA NR NA NR chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 0 0 0 1 0 0 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3- HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0/Immune-/DRD.v3- HER2=0/Immune-/DRD.v3- -1.56300 -1.605000 -1.33500 -1.019000 0.868600 -0.61490 -1.063000 -1.00500 1.28400 0.99390 0.98400 -1.58700 -1.17000 -2.076000 0.03416 -0.2965 -0.27290 -0.3607 -0.31670 0.27420 0.8947000 NA -0.61660 -0.93500 0.044230 -0.54810 -0.728500 Basal UNS BLIS Paclitaxel 0 0 1 0 50 Black or African American Above categories not applicable AND Age > 50 Not Hispanic or Latino
104384 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ -0.22970 0.013520 -0.25040 -0.004404 -1.204000 0.10850 0.032630 0.06288 -0.07652 0.74950 1.02600 0.45570 0.58780 -0.000986 -0.23910 -0.6197 -1.16600 -0.3734 -0.38780 -1.51100 -0.5201000 NA 0.73450 -0.66640 -0.746000 -0.67450 -0.801800 Basal NA NA Paclitaxel + Pembrolizumab 1 0 1 0 42 American Indian or Alaska Native Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
105286 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -0.33670 0.147300 -0.06257 -0.698500 -0.095280 0.55290 -0.486900 2.62900 -1.70900 -1.83500 -0.91570 -0.86400 -1.22800 -1.032000 -1.20400 -0.5033 -0.76620 NA NA NA 0.4573000 NA 1.20900 0.90320 0.114800 1.02600 0.980500 LumA NA NA Paclitaxel + Ganitumab 1 0 0 0 65 White NA Not Hispanic or Latino
105513 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 1 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.42990 -0.086500 -0.03396 -0.347600 -0.973400 -0.09498 0.300300 -1.61100 1.17300 0.86810 0.02009 0.58810 0.73500 0.501700 1.10600 -0.5595 -0.03981 -0.4617 -0.35570 -0.38710 -1.6900000 3.0940 -1.26800 0.78080 -0.490400 -0.72790 -1.084000 Her2 NA NA Paclitaxel + AMG 386 1 0 1 1 48 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
107700 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + MK-2206 + Trastuzumab NA NA MK2206 0 1 1 0 0 0 Luminal-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-Luminal HER2+/Luminal-type HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+ HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP-Luminal HER2+/BP-Luminal -0.89600 -0.263100 -0.64080 -0.435200 -0.206300 -0.09306 -0.679500 0.75780 -0.01925 -1.27700 -1.04500 -1.48900 -1.64600 -1.074000 -0.80560 1.0560 -0.12160 -0.4019 -0.42400 -1.15400 1.6790000 0.4305 0.22030 -1.96700 0.115800 0.67150 0.858000 LumB NA NA Paclitaxel + MK-2206 + Trastuzumab 1 1 0 0 68 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
108939 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 1 1 0 0 0 HER2-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal 0.83290 0.605100 0.54100 -0.004226 -0.844100 0.90340 0.281000 1.14000 -0.37790 -0.41850 -0.81740 -0.05181 -0.15370 0.272100 -0.73640 2.2950 1.89800 2.0010 2.44000 0.33000 -0.2396000 -0.4657 0.87950 0.67270 -0.608400 -0.59870 -0.101200 Her2 NA NA Paclitaxel + Neratinib 1 1 0 1 34 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
108969 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 0 1 0 0 0 HER2-type HR-HER2+ HR-HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal -0.10150 -0.923000 -0.87110 -1.483000 -1.943000 0.33620 0.229600 -0.32130 -0.31720 -0.96840 -1.28400 -1.15100 -1.26800 -1.205000 -1.39900 2.1950 1.54900 2.1600 2.12700 0.95230 -0.3313000 -0.4062 -0.70670 0.85050 1.090000 -0.40480 0.458300 LumB NA NA Paclitaxel + Neratinib 0 1 0 1 64 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
109623 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -1.77200 -2.232000 -2.53000 -2.028000 -1.309000 -1.51700 -1.585000 0.23080 -2.04900 -1.16600 -1.37400 0.74060 0.36590 -1.197000 -0.86970 -0.4812 0.52240 NA NA NA 3.8050000 NA -1.74700 0.66270 1.731000 1.43900 0.432600 LumA NA NA Paclitaxel + Ganetespib 1 0 0 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
109874 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 1 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ NA NA NA HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.12610 0.568900 0.35200 0.722900 0.203500 -0.24450 0.583700 -0.30340 -0.35630 0.62370 0.95030 1.29100 1.30000 0.726100 0.22670 -0.5856 -0.62310 -0.3947 -0.42990 -0.38710 -0.4627000 -1.2890 1.18700 -0.14400 -1.535000 -0.55090 -1.044000 Basal UNS LAR Paclitaxel + AMG 386 0 0 1 1 43 Asian Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
109980 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 1 1 0 1 0 HER2-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal 0.96250 0.812700 1.01400 0.665500 1.310000 -0.42670 1.282000 1.12300 -0.63020 -0.86060 -0.62060 -0.17260 -0.37090 0.925600 -0.68740 2.1550 3.19000 6.2610 6.53300 0.59010 0.0381300 -0.6191 -1.06000 0.60440 1.434000 0.04486 0.505500 LumB NA NA Paclitaxel + Neratinib 1 1 0 1 53 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
111004 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2=0 HR+/HER2=0 HER2=0/BP_Luminal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR+/HER2=0/Immune- or HR+/HER2low/BP-Basal/Immune- HER2=0/Immune-/DRD.v3- HER2=0/Immune-/DRD.v3- -0.21570 0.534000 0.29740 0.740600 0.913900 0.47210 -0.424200 1.60100 -0.89370 -1.22400 -0.77800 0.48380 0.12310 0.014020 -0.38120 -0.5555 -1.17500 -0.3340 -0.38080 0.70050 0.3983000 NA 2.31800 -1.44300 -0.410600 0.40740 -0.256300 LumB NA NA Paclitaxel + Pembrolizumab 1 0 0 0 NA NA Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
111038 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 0 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ NA NA NA HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.30500 1.818000 1.45100 1.784000 1.898000 0.35760 0.803100 -0.30500 0.61270 1.23500 1.17500 -0.64410 -0.27040 0.645000 0.10430 -0.5796 -0.56320 -0.4160 -0.31510 1.35700 -1.2370000 0.4715 -0.88780 -1.55500 -0.308700 -1.12400 -0.861600 Basal IM BLIA Paclitaxel + AMG 386 0 0 1 0 28 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
111344 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 0 1 0 1 1 0 Luminal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Luminal-type HER2-/BP_Luminal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Luminal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ -0.16470 0.336100 0.18070 0.804400 2.632000 -0.46240 -0.011610 -0.98070 0.31490 0.39010 -1.05100 -0.57770 -0.42100 -0.409600 0.08036 -0.6016 -0.62220 -0.4043 -0.41640 0.49830 0.0001858 0.6159 -1.95600 -0.21230 0.285900 0.63220 2.248000 LumB NA NA Paclitaxel + AMG 386 1 0 1 0 55 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
111646 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -0.36890 -0.703600 -0.41630 -0.438700 0.796800 -0.74150 0.262300 1.67100 -0.87980 -1.60500 -1.30600 -0.45840 -0.80980 -0.199800 -0.86370 -0.4250 -0.46910 NA NA NA 1.2140000 NA 0.25080 -0.55370 0.254300 1.58200 2.060000 LumB NA NA Paclitaxel + Ganetespib 1 0 0 0 66 White NA Not Hispanic or Latino
111674 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Veliparib dihydrochloride + Carboplatinum NA NA VC 1 0 0 0 1 1 Basal-type TN TN/MP1 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ -0.23240 -0.214500 -0.01483 0.011390 0.195800 1.22300 -0.499900 0.46760 0.29220 0.55540 0.90810 0.98660 1.01200 0.272300 1.13800 -0.5113 -0.32800 -0.4779 -0.56270 -2.69100 -0.4783000 9.2790 0.60930 -0.20510 -0.879600 -0.82630 -0.652500 Basal MSL MES Paclitaxel + ABT 888 + Carboplatin 0 0 0 1 30 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
111881 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 1 1 1 0 0 HER2-type HR+HER2+ HR+HER2+/MP2 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal -0.34970 -0.216600 -0.53990 -0.268500 0.139100 -1.58300 -0.892400 0.46200 0.70120 0.72430 -0.93820 -1.03000 -0.74060 -0.076860 -0.35420 2.2570 3.04100 3.4960 3.61400 0.70720 -0.1055000 -0.5253 -0.08600 0.08368 0.482700 0.31460 0.233100 LumB NA NA Paclitaxel + Neratinib 1 1 1 1 37 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
112606 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trastuzumab NA NA Ctr 0 1 1 0 0 0 Luminal-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-Luminal HER2+/Luminal-type HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+ HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP-Luminal HER2+/BP-Luminal 0.02571 0.159700 -0.09021 0.010330 -0.480800 0.40990 0.071040 0.99270 -0.71140 -1.09800 -0.98030 -3.14900 -3.07900 -0.537200 -0.70060 -0.4952 0.34880 -0.2613 -0.29810 0.62860 4.4520000 -0.7779 1.15400 -1.97400 0.199900 0.69400 2.501000 LumA NA NA Paclitaxel + Trastuzumab 1 1 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
114087 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- -1.11700 -1.409000 -1.25100 -0.820400 0.700700 -1.52300 -1.067000 -0.26100 -0.37050 -0.72760 -1.98400 -1.11800 -1.17900 -1.218000 0.26500 -0.6277 -0.31540 -0.3603 -0.36150 0.37120 0.8584000 NA 0.03222 -0.39490 0.122100 1.50900 2.133000 LumB NA NA Paclitaxel + Pembrolizumab 1 0 0 0 46 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
115638 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.36310 0.158100 0.49560 0.805100 0.082480 0.78570 0.006451 -1.35500 1.57100 0.89320 1.26800 0.14550 0.34750 0.013020 0.62470 -0.6197 -0.43430 NA NA NA -1.6680000 NA -2.19600 1.47900 0.274800 -0.84600 -0.772400 Basal IM BLIA Paclitaxel + Ganitumab 0 0 1 0 34 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
115987 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 0 0 1 0 0 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3- HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2low HR-/HER2low HER2low/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2low/Immune-/DRD.v3- HR-/HER2low/Immune-/DRD.v3- -2.36500 -2.138000 -2.12400 -2.721000 -2.767000 -0.14640 -1.600000 -0.70550 1.24000 0.81780 1.15500 -0.09058 0.11860 -2.030000 0.62820 -0.1399 -0.92390 NA NA NA -0.3328000 NA -0.23560 0.37530 0.442800 -0.85720 -1.030000 Basal M BLIS Paclitaxel + Ganitumab 0 0 1 0 42 White Above categories not applicable AND Age < 50 Not Hispanic or Latino
116165 F NA Breast NA Breast NA NR NA NR IO+chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pembrolizumab NA NA Pembro 0 1 0 0 1 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune+ HER2-/Luminal-type HER2-/BP_Luminal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Luminal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.20900 -0.333500 0.14560 0.040340 0.140200 -0.56650 0.092170 -0.53190 0.17420 -0.45810 -0.93540 -0.81700 -0.84440 0.678000 -0.44900 -0.4952 -0.36510 -0.1809 -0.28000 3.76600 0.2887000 NA -0.72200 -1.82000 -0.647500 1.06500 1.511000 LumB NA NA Paclitaxel + Pembrolizumab 1 0 0 0 55 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
116603 F NA Breast NA Breast NA NR NA NR chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 0 0 0 1 1 0 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.65710 0.212100 0.67640 0.794700 0.119800 -0.42820 -0.498600 -1.72000 0.63850 1.15900 0.82100 0.05654 0.33430 -0.527500 0.02534 -0.1259 -0.52070 -0.2361 -0.12090 1.92900 -0.3574000 0.3903 -1.36700 0.66130 -0.401200 -0.78980 -1.155000 Basal UNS BLIA Paclitaxel 0 0 1 0 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
117424 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 1 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.20130 0.023940 -0.05377 0.333600 0.006988 -0.25950 -0.611200 0.38510 0.17090 0.69920 0.66920 1.12200 1.16900 0.822300 1.74100 -0.5675 -0.93290 -0.3061 -0.30020 -0.03717 -0.3578000 -0.4342 1.17300 0.98710 -0.170100 -0.25300 -0.690800 Basal MSL LAR Paclitaxel + Neratinib 0 0 1 1 33 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
117707 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 1 0 0 1 0 1 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2low HR-/HER2low HER2low/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ 0.34680 0.770100 0.25000 0.650700 1.935000 -0.77060 -0.413700 -1.13400 0.78900 0.95430 1.09400 0.19930 0.41040 0.065220 0.10800 -0.5675 -0.63500 NA NA NA -0.5770000 NA -0.75800 0.46640 0.134000 -0.94430 -0.934600 Basal BL1 BLIS Paclitaxel + Ganetespib 0 0 1 1 50 Black or African American Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
118307 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 0 0 0 1 0 1 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- NA NA NA HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ 0.29490 -0.726600 -0.22270 -0.572000 0.327700 -0.98270 0.360600 -0.93590 1.01500 1.20200 1.08800 2.00500 2.07900 0.310300 1.24000 -0.6237 -0.58950 -0.4582 -0.40310 0.12270 -0.6494000 -1.4060 -0.76410 0.75100 -0.661400 -0.62680 -0.714900 Basal BL1 BLIS Paclitaxel + AMG 386 0 0 1 0 44 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
119928 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 0 0 1 1 0 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ -0.25220 0.368100 -0.49930 0.340400 -0.424700 -0.01930 -0.482000 -0.18170 1.28400 1.03000 0.49500 -0.22080 0.05538 -1.117000 1.27900 -0.5836 -1.18800 NA NA NA -1.6050000 NA 0.41000 0.67130 0.976700 -0.39070 -1.037000 Basal BL2 LAR Paclitaxel + Ganetespib 0 0 1 0 39 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
120001 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 0 0 0 0 0 0 Basal-type TN TN/MP1 HER2-/Immune-/DRD.v3- HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0/Immune-/DRD.v3- HER2=0/Immune-/DRD.v3- -0.96740 -0.349700 -0.35340 -0.048590 0.915500 -0.38410 -0.624100 -1.02500 1.01300 0.50510 0.93620 -0.79060 -0.58180 -0.629800 0.64760 -0.5515 -0.59680 -0.4545 -0.43160 -0.76680 -0.2782000 -0.2686 0.17130 -1.24200 -0.572300 -0.59590 -0.582600 Basal BL1 BLIS Paclitaxel + Neratinib 0 0 0 0 53 Black or African American Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
120422 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 1 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2=0 HR+/HER2=0 HER2=0/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.37600 1.118000 1.15300 0.250200 -0.468100 2.55500 1.414000 -0.02934 0.48120 0.55180 1.13000 2.08500 1.98900 1.330000 2.90300 -0.5434 -0.98200 NA NA NA -0.4173000 NA 0.84000 0.36400 -1.065000 -0.66330 -0.510900 Basal NA NA Paclitaxel + Ganitumab 1 0 1 1 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
122287 F NA Breast NA Breast NA R NA R targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Trastuzumab Emtansine + Pertuzumab NA NA TDM1/P 1 1 1 1 1 0 HER2-type HR+HER2+ HR+HER2+/MP2 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal 0.65590 0.433900 0.20350 0.461600 0.791700 -0.35650 0.553700 0.76490 -0.60180 0.01271 -0.51100 1.24200 1.10500 0.338800 -0.38710 2.2610 2.72200 1.5160 2.01800 -0.40390 -0.9569000 NA 0.56190 -1.09200 -2.047000 -0.95550 -0.926500 Her2 NA NA T-DM1 + Pertuzumab 1 1 1 1 54 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Hispanic or Latino
122579 F NA Breast NA Breast NA NR NA NR chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2low HR+/HER2low HER2low/BP_Luminal HER2low/BP_Luminal/Immune- HER2low/BP_Luminal/Immune- HER2low/Immune-/DRD.v3- HR+/HER2low/Immune-/DRD.v3- 0.35360 -0.023670 0.02669 0.373700 0.543700 -0.35840 -0.517000 0.33200 -0.94680 -1.16200 -1.27300 -1.35300 -1.49600 0.740500 -1.50700 -0.4370 -0.25600 -0.3575 -0.38600 0.17210 -1.1870000 NA -0.88580 -0.74200 0.653100 1.07100 0.545900 LumB NA NA Paclitaxel 1 0 0 0 57 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
122795 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 0 0 0 0 1 1 Basal-type TN TN/MP1 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.02600 0.918500 0.85100 -0.147900 -0.983600 0.62740 1.071000 1.05400 -1.67400 -2.21900 0.86320 -0.21630 -0.74690 0.454000 -1.00100 -0.6036 -0.88950 NA NA NA 0.1935000 NA 2.03200 0.16340 -0.105200 -0.38230 -0.316300 Normal MSL LAR Paclitaxel + Ganitumab 0 0 0 0 45 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
123660 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trastuzumab NA NA Ctr 0 0 1 0 0 0 HER2-type HR-HER2+ HR-HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal -0.93020 -1.299000 -0.71420 -0.901100 -0.427300 -0.56650 -0.537800 0.19560 -1.47300 -0.86060 -0.87920 1.76600 1.35400 -0.807600 0.23710 2.2410 1.59200 2.2400 2.83400 0.47630 -0.1896000 1.5030 0.62890 -0.29760 -0.938000 -0.50310 0.005983 LumA NA NA Paclitaxel + Trastuzumab 0 1 0 0 71 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
125130 F NA Breast NA Breast NA R NA R targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Trastuzumab Emtansine + Pertuzumab NA NA TDM1/P 1 0 1 1 1 0 HER2-type HR-HER2+ HR-HER2+/MP2 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal 1.19800 0.561800 0.65390 0.191900 -0.451200 -0.27830 1.558000 -0.63220 0.59220 0.44400 0.38260 0.84720 0.86040 0.915500 -0.04674 1.8110 1.43200 0.2868 0.30950 -0.13690 -1.3940000 NA -0.94240 -0.01876 0.077300 -1.01700 -1.372000 Her2 NA NA T-DM1 + Pertuzumab 0 1 1 1 48 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
125418 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganetespib NA NA Ganetespib 0 1 0 0 0 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune-/DRD.v3- HER2-/Luminal-type HER2-/BP_Luminal HER2-/BP_Luminal/Immune- HER2-/BP_Luminal/Immune- HER2=0 HR+/HER2=0 HER2=0/BP_Luminal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR+/HER2=0/Immune- or HR+/HER2low/BP-Basal/Immune- HER2=0/Immune-/DRD.v3- HER2=0/Immune-/DRD.v3- -1.09300 -0.781700 -0.48760 -1.263000 -0.745800 0.66220 -0.940000 0.90980 -1.72800 -1.69800 -0.73020 -0.57590 -0.93760 -1.322000 -0.60520 -0.4129 -0.34090 NA NA NA 0.6096000 NA 1.03100 -0.18380 -1.279000 0.64060 0.453100 LumA NA NA Paclitaxel + Ganetespib 1 0 0 0 49 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
127675 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Neratinib NA NA N 0 0 0 0 1 1 Basal-type TN TN/MP1 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.29300 0.828500 1.17000 1.745000 1.624000 0.97350 0.749700 -0.11100 0.12930 0.55900 1.36100 1.04200 1.06200 1.089000 0.08196 -0.5394 -0.38720 -0.4157 -0.34910 -0.13850 -1.1260000 -0.3617 0.01659 0.09648 -1.786000 -0.98080 -1.320000 Basal IM BLIA Paclitaxel + Neratinib 0 0 0 0 59 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
127791 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Pertuzumab + Trastuzumab NA NA Pertuzumab 0 1 1 0 0 0 Luminal-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-Luminal HER2+/Luminal-type HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+ HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP-Luminal HER2+/BP-Luminal -0.96240 -1.167000 -1.17000 -1.429000 -1.249000 -0.87150 -1.027000 1.07100 -0.19110 -0.35390 -0.71900 0.18000 0.06864 -0.548700 0.54290 1.1550 0.36820 0.8130 0.56430 -0.76900 -1.4000000 NA 0.73710 1.40700 1.543000 0.56470 0.973900 Her2 NA NA Paclitaxel + Pertuzumab + Trastuzumab 1 1 0 0 44 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
128051 F NA Breast NA Breast NA NR NA NR targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Trastuzumab Emtansine + Pertuzumab NA NA TDM1/P 0 1 1 0 0 0 Luminal-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-Luminal HER2+/Luminal-type HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+ HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP_Luminal HER2+/BP-Luminal HER2+/BP-Luminal -0.34930 -0.172200 -0.38640 -0.372300 -0.822200 -0.10920 -0.812100 0.54510 0.44580 -0.15260 -0.88760 -1.47800 -1.35700 -0.565100 0.28400 -0.5193 0.02209 -0.2318 -0.16740 0.72870 0.3469000 NA -0.17310 0.25870 1.562000 0.89070 0.861800 LumB NA NA T-DM1 + Pertuzumab 1 1 0 0 56 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
128675 F NA Breast NA Breast NA R NA R chemo NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel NA NA Ctr 1 1 0 1 0 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- HR+HER2-/BP_Basal/Immune- NA NA NA HER2=0/Immune- or HER2low/BP-Basal/Immune- HR+/HER2=0/Immune- or HR+/HER2low/BP-Basal/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ -0.62740 -0.351800 -0.42330 0.274300 -1.267000 -0.03677 -1.007000 -0.66710 1.06900 0.92560 0.80980 1.71500 1.75200 0.504300 0.31440 -0.5314 -0.43710 0.8261 1.32400 -0.88480 -1.1300000 NA -0.31700 -0.57750 -1.632000 -0.83470 -1.198000 Basal NA NA Paclitaxel 1 0 1 1 47 White Perimenopausal(6-12 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
129837 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Veliparib dihydrochloride + Carboplatinum NA NA VC 0 0 0 1 0 1 Basal-type TN TN/MP2 HER2-/Immune-/DRD.v3+ HER2-/Basal-type HER2-/BP_Basal HER2-/BP_Basal/Immune- TN/BP_Basal/Immune- HER2=0 HR-/HER2=0 HER2=0/BP_Basal HER2=0/Immune- or HER2low/BP-Basal/Immune- HR-/(HER2=0.or.low)/Immune- HER2=0.or.low/Immune-/DRD.v3+ HER2=0.or.low/Immune-/DRD.v3+ 0.18490 0.129000 -0.23280 -0.451700 -0.509000 -0.05867 0.347200 -0.05933 0.18520 0.59490 0.86880 1.24000 1.24700 0.347700 1.07100 -0.1700 -0.51200 -0.3427 -0.37730 1.39500 0.4459000 0.1942 -0.27040 0.18330 -0.622500 -0.97520 -0.613900 Basal UNS LAR Paclitaxel + ABT 888 + Carboplatin 0 0 1 0 67 White Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
129973 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Veliparib dihydrochloride + Carboplatinum NA NA VC 1 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR-/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.97090 1.241000 1.36000 1.097000 2.024000 0.70750 0.982700 -0.39490 0.04194 1.07300 0.91940 1.61200 1.69700 1.653000 0.25600 -0.2885 -0.19200 -0.2391 -0.26100 -0.26380 -0.8008000 -0.3734 -0.96000 0.57030 -0.542900 -1.14900 -0.728100 Basal IM BLIA Paclitaxel + ABT 888 + Carboplatin 0 0 1 1 35 White Premenopausal(< 6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
130580 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Ganitumab NA NA Ganitumab 1 0 0 1 1 1 Basal-type TN TN/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ NA NA NA HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.40270 0.485400 0.30520 0.581100 0.640000 0.37530 0.135700 -0.05388 0.57870 0.72430 1.33200 0.41440 0.54480 0.189300 -0.06618 -0.5936 -0.25670 NA NA NA -0.1167000 NA -0.46390 0.69260 -0.853700 -0.90780 -0.282100 Basal BL1 MES Paclitaxel + Ganitumab 0 0 1 1 56 White Above categories not applicable AND Age > 50 Not Hispanic or Latino
130892 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + MK-2206 NA NA MK2206 1 1 0 1 1 1 Basal-type HR+HER2- HR+HER2-/MP2 HER2-/Immune+ HER2-/Basal-type HER2-/BP_Basal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Basal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 0.01530 0.007158 0.41820 0.764500 1.249000 -0.53860 0.188800 -0.01742 -0.53720 0.55540 0.45290 0.63570 0.69970 0.331200 -1.00400 -0.6338 -0.59650 -0.3888 -0.32540 0.24290 -0.4053000 -0.6858 -0.56700 0.78080 0.004152 -0.88810 -0.807900 NA NA NA Paclitaxel + MK-2206 1 0 1 1 50 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Not Hispanic or Latino
131595 F NA Breast NA Breast NA NR NA NR chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + Trebananib NA NA AMG386 0 1 0 0 1 0 Luminal-type HR+HER2- HR+HER2-/MP1 HER2-/Immune+ HER2-/Luminal-type HER2-/BP_Luminal HER2-/Immune+ HER2-/Immune+ HER2low HR+/HER2low HER2low/BP_Luminal HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ HER2=0.or.low/Immune+ 1.55200 1.614000 1.13400 1.811000 1.674000 0.18230 0.439100 0.72770 0.97930 -0.27480 -0.38740 -1.59200 -1.48800 0.973700 -0.14340 -0.6297 -0.89290 -0.4776 -0.34710 1.27500 -0.4092000 -0.9520 -0.97060 -0.01307 1.277000 0.88230 1.506000 LumB NA NA Paclitaxel + AMG 386 1 0 0 0 43 White Premenopausal(<6 months since LMP AND no prior bilateral ovariectomy AND not on estrogen replacement) Hispanic or Latino
131961 F NA Breast NA Breast NA R NA R targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Trastuzumab Emtansine + Pertuzumab NA NA TDM1/P 1 1 1 0 0 0 HER2-type HR+HER2+ HR+HER2+/MP1 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal -1.78200 -1.909000 -1.70800 -1.331000 0.155800 -1.03700 -1.197000 0.10620 -0.66920 -0.22450 -1.00800 -0.61710 -0.60850 -1.644000 0.02262 2.2290 2.78800 0.3577 0.09546 -0.94310 0.1774000 NA 1.63400 -0.39150 -0.294200 0.17690 -0.359600 Her2 NA NA T-DM1 + Pertuzumab 1 1 0 1 44 White NA Not Hispanic or Latino
132463 F NA Breast NA Breast NA R NA R chemo+targeted NA microarray NA NA NA NA NA None NA NA NA NA NA NA NA NA NA NA NA NA Paclitaxel + MK-2206 + Trastuzumab NA NA MK2206 1 1 1 1 0 0 HER2-type HR+HER2+ HR+HER2+/MP2 HER2+/BP-HER2_or_Basal HER2+/HER2-type HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+ HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP_Her2orBasal HER2+/BP-HER2_or_Basal HER2+/BP-HER2_or_Basal -1.09800 -0.864200 -1.14100 -1.170000 -0.593800 -0.88350 -0.298300 0.01909 1.90000 0.86810 -0.53630 -0.22600 0.01065 -1.591000 1.25400 1.8010 2.08100 0.5597 0.76560 0.99740 -1.4020000 1.5150 -1.87900 0.44650 0.052500 -0.80940 -0.366800 Her2 NA NA Paclitaxel + MK-2206 + Trastuzumab 1 1 1 1 64 Asian Postmenopausal (prior bilateral ovariectomy OR > 12 months since LMP with no prior hysterectomy) Not Hispanic or Latino
# Save dataset as CSV
write.csv(merged_clin, file = file.path(output_dir, "combined_clin_radiogenomic.csv"), row.names = FALSE)

Segmentation Consistency Check

We checked segmentation consistency by verifying whether each patient had four DCE-MRI segmentation masks, as required for accurate Functional Tumor Volume (FTV) analysis. Most patients met this, but some had fewer and were flagged for review.

Segmentation Process in DCE-MRI

Each scan undergoes multiple segmentation steps:
1. Manual VOI (Volume of Interest): A rectangular region around the enhancing tumor.
2. Background Masking: Removes noise and fat saturation artifacts.
3. Percent Enhancement (PE) Threshold: Filters non-enhancing tissue.
4. Connectivity Filter: Ensures 3D tumor voxel connectivity.
5. OMIT Regions: Manual exclusion of non-tumor areas.

Segmentation masks are stored as 2D DICOM images aligned with the original DCE MRI scans.
note: Download masks from UCSF Box: Link

Segmentation Metadata

ISPY1: MRI Series Metadata

Metadata for ISPY1 is stored in ispy1_dce_series_info.xlsx, containing data for 221 patients. This dataset includes MRI series metadata for each patient, covering:

  • Patient ID & Time Point (T1–T4)
  • MRI Series Description & Unique ID
  • Signal Enhancement Ratio (SER) Calculation Indicator
  • OMIT Region Counts (Non-Tumor Exclusion)
# Load ISPY1 segmentation metadata
ispy1_dce_series_info <- read_excel(
  path = file.path(input_dir, "ispy1_dce_series_info.xlsx"), 
  sheet = "DCE Series, All 20160823"
) 

# Display ISPY1 segmentation metadata
kable(head(ispy1_dce_series_info, 20), caption = "DCE MRI Series Information") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
DCE MRI Series Information
PATIENT_ID SUBJECT_NO TIME_POINT VISIT SERIES_DESC SERIES_ID SERIES_TYPE SERIES_CAT STUDY_UID SERIES_UID SERIES_PATH PRIMARY_AIM GOOD_VOLSER VOLSER ACQ_POST_PHASES PRE_PHASE_INDEX EARLY_PHASE_INDEX LATE_PHASE_INDEX OMIT_ROI_COUNT BACKGROUND_PCT BACKGROUND_THRESHOLD PE_THRESHOLD MIN_NEIGHBOR_COUNT EARLY_DELAY LATE_DELAY VOI_CENTER_RL VOI_CENTER_AP VOI_CENTER_SI VOI_HALF_WIDTH_RL VOI_HALF_WIDTH_AP VOI_HALF_WIDTH_SI VOI_HALF_LENGTH_RL VOI_HALF_LENGTH_AP VOI_HALF_LENGTH_SI VOI_HALF_DEPTH_RL VOI_HALF_DEPTH_AP VOI_HALF_DEPTH_SI
ISPY1_1001 1001 T1 10 Dynamic-3dfgre 4 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.162588073261248159118785473116 1.3.6.1.4.1.14519.5.2.1.7695.1700.334491271566855314830260417024 ISPY1/ISPY1_1001/1.3.6.1.4.1.14519.5.2.1.7695.1700.162588073261248159118785473116/1.3.6.1.4.1.14519.5.2.1.7695.1700.334491271566855314830260417024 1 1 yes 2 0 1 2 NA 60 57 70 4 142.908 471.909 82.89999 -44.875000 -12.7500000 0 39.84375 0 0 0 40.62500 34.000 0 0
ISPY1_1001 1001 T2 20 Dynamic-3dfgre 3 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.251725059071532256976802593346 1.3.6.1.4.1.14519.5.2.1.7695.1700.284567351304426376226790714264 ISPY1/ISPY1_1001/1.3.6.1.4.1.14519.5.2.1.7695.1700.251725059071532256976802593346/1.3.6.1.4.1.14519.5.2.1.7695.1700.284567351304426376226790714264 1 1 yes 2 0 1 2 NA 60 50 70 9 142.908 504.909 102.00000 -46.503125 -45.1562500 0 44.92188 0 0 0 36.71875 38.000 0 0
ISPY1_1001 1001 T3 30 Dynamic-3dfgre 4 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.186130315530827043916665138479 1.3.6.1.4.1.14519.5.2.1.7695.1700.229054711046553504545787083659 ISPY1/ISPY1_1001/1.3.6.1.4.1.14519.5.2.1.7695.1700.186130315530827043916665138479/1.3.6.1.4.1.14519.5.2.1.7695.1700.229054711046553504545787083659 1 1 yes 2 0 1 2 NA 60 NA 70 4 142.908 467.909 75.80000 -35.546875 14.2031250 0 43.35938 0 0 0 41.01562 30.000 0 0
ISPY1_1001 1001 T4 40 Dynamic-3dfgre 4 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.118757564401397374205631727107 1.3.6.1.4.1.14519.5.2.1.7695.1700.195983148423034180376334647727 ISPY1/ISPY1_1001/1.3.6.1.4.1.14519.5.2.1.7695.1700.118757564401397374205631727107/1.3.6.1.4.1.14519.5.2.1.7695.1700.195983148423034180376334647727 1 1 yes 2 0 1 2 NA 60 NA 70 9 142.908 469.909 68.70000 -47.659374 9.1562500 0 37.10938 0 0 0 31.25000 34.000 0 0
ISPY1_1002 1002 T1 10 Dynamic-3dfgre 3 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.134976640792500085117907460097 1.3.6.1.4.1.14519.5.2.1.7695.1700.200978610610642152304681086604 ISPY1/ISPY1_1002/1.3.6.1.4.1.14519.5.2.1.7695.1700.134976640792500085117907460097/1.3.6.1.4.1.14519.5.2.1.7695.1700.200978610610642152304681086604 1 1 yes 2 0 1 2 NA 60 47 70 4 142.908 487.909 -120.10000 -8.543750 2.0156250 0 24.21875 0 0 0 24.60938 21.000 0 0
ISPY1_1002 1002 T2 20 Dynamic-3dfgre 3 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.213299857546682356325308543300 1.3.6.1.4.1.14519.5.2.1.7695.1700.217629313261264666455404162928 ISPY1/ISPY1_1002/1.3.6.1.4.1.14519.5.2.1.7695.1700.213299857546682356325308543300/1.3.6.1.4.1.14519.5.2.1.7695.1700.217629313261264666455404162928 1 1 yes 2 0 1 2 NA 60 49 70 4 142.908 455.909 -108.60000 -15.184375 17.8125000 0 18.35938 0 0 0 17.96875 18.000 0 0
ISPY1_1002 1002 T3 30 Dynamic-3dfgre 5 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.310641334810324025592282005680 1.3.6.1.4.1.14519.5.2.1.7695.1700.308304415889255945632238319959 ISPY1/ISPY1_1002/1.3.6.1.4.1.14519.5.2.1.7695.1700.310641334810324025592282005680/1.3.6.1.4.1.14519.5.2.1.7695.1700.308304415889255945632238319959 1 1 yes 2 0 1 2 NA 60 NA 70 4 142.908 480.909 -124.50000 -9.768749 -0.5000000 0 12.50000 0 0 0 14.06250 18.000 0 0
ISPY1_1002 1002 T4 40 Dynamic-3dfgre 4 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.161260768808765067428187568337 1.3.6.1.4.1.14519.5.2.1.7695.1700.123719184220486274456682769238 ISPY1/ISPY1_1002/1.3.6.1.4.1.14519.5.2.1.7695.1700.161260768808765067428187568337/1.3.6.1.4.1.14519.5.2.1.7695.1700.123719184220486274456682769238 1 1 yes 2 0 1 2 NA 60 NA 70 4 142.908 464.909 -107.00000 -10.784375 -13.3906250 0 18.35938 0 0 0 18.35938 22.000 0 0
ISPY1_1003 1003 T1 10 Dynamic-3dfgre 3 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.298080081174310898419212435677 1.3.6.1.4.1.14519.5.2.1.7695.1700.217966338988546791542147267475 ISPY1/ISPY1_1003/1.3.6.1.4.1.14519.5.2.1.7695.1700.298080081174310898419212435677/1.3.6.1.4.1.14519.5.2.1.7695.1700.217966338988546791542147267475 1 1 yes 2 0 1 2 NA 60 41 70 4 142.908 464.909 80.00000 -42.150000 -38.9531250 0 39.84375 0 0 0 29.29688 23.000 0 0
ISPY1_1003 1003 T2 20 Dynamic-3dfgre 4 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.138213557573473307011258165864 1.3.6.1.4.1.14519.5.2.1.7695.1700.299956820661297346246226539430 ISPY1/ISPY1_1003/1.3.6.1.4.1.14519.5.2.1.7695.1700.138213557573473307011258165864/1.3.6.1.4.1.14519.5.2.1.7695.1700.299956820661297346246226539430 1 1 yes 2 0 1 2 1 60 49 70 4 142.908 448.909 85.89999 -20.403125 23.5281260 0 33.98438 0 0 0 22.26562 18.000 0 0
ISPY1_1003 1003 T3 30 Dynamic-3dfgre 4 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.266827030532815128632203224043 1.3.6.1.4.1.14519.5.2.1.7695.1700.160218149129103458523671303946 ISPY1/ISPY1_1003/1.3.6.1.4.1.14519.5.2.1.7695.1700.266827030532815128632203224043/1.3.6.1.4.1.14519.5.2.1.7695.1700.160218149129103458523671303946 1 1 yes 2 0 1 2 NA 60 NA 70 4 142.908 467.909 84.89999 -31.143750 -10.5156250 0 30.46875 0 0 0 19.92188 15.000 0 0
ISPY1_1003 1003 T4 40 Dynamic-3dfgre 4 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.268904421322788588680650702521 1.3.6.1.4.1.14519.5.2.1.7695.1700.333833341467598933118786229456 ISPY1/ISPY1_1003/1.3.6.1.4.1.14519.5.2.1.7695.1700.268904421322788588680650702521/1.3.6.1.4.1.14519.5.2.1.7695.1700.333833341467598933118786229456 1 1 yes 2 0 1 2 NA 60 NA 70 9 142.908 477.909 82.40000 -33.162500 -23.6875000 0 26.56250 0 0 0 17.96875 14.000 0 0
ISPY1_1004 1004 T1 10 CTLMID,Sag,3D,SPGR,VBw, GRx, 2 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.123666578177897342122858721875 1.3.6.1.4.1.14519.5.2.1.7695.1700.228597508795509915957044689330 ISPY1/ISPY1_1004/1.3.6.1.4.1.14519.5.2.1.7695.1700.123666578177897342122858721875/1.3.6.1.4.1.14519.5.2.1.7695.1700.228597508795509915957044689330 1 1 yes 2 0 1 2 NA 65 72 90 13 204.500 613.500 78.75000 -43.484375 19.2500000 0 36.91406 0 0 0 62.92969 34.500 0 0
ISPY1_1004 1004 T2 20 PELVIC,Sag,3D,SPGR,VBw, GRx, 2 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.139210337184334513376946376405 1.3.6.1.4.1.14519.5.2.1.7695.1700.300426672774245107955438830162 ISPY1/ISPY1_1004/1.3.6.1.4.1.14519.5.2.1.7695.1700.139210337184334513376946376405/1.3.6.1.4.1.14519.5.2.1.7695.1700.300426672774245107955438830162 1 1 yes 2 0 1 2 NA 65 90 90 13 182.000 546.000 77.55000 -36.514069 1.5781250 0 35.85938 0 0 0 53.78906 36.000 0 0
ISPY1_1004 1004 T3 30 CTLMID,Sag,3D,SPGR,VBw, GRx, 3 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.472960478717934840128915797201 1.3.6.1.4.1.14519.5.2.1.7695.1700.304375489738621951636388985164 ISPY1/ISPY1_1004/1.3.6.1.4.1.14519.5.2.1.7695.1700.472960478717934840128915797201/1.3.6.1.4.1.14519.5.2.1.7695.1700.304375489738621951636388985164 1 1 yes 2 0 1 2 NA 65 NA 90 13 186.500 559.500 70.89999 -39.962502 3.0312500 0 45.35156 0 0 0 62.22656 47.000 0 0
ISPY1_1004 1004 T4 40 CTLMID,Sag,3D,SPGR,VBw, GRx, 3 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.293613141232081657976654600946 1.3.6.1.4.1.14519.5.2.1.7695.1700.794231212227579946078491333086 ISPY1/ISPY1_1004/1.3.6.1.4.1.14519.5.2.1.7695.1700.293613141232081657976654600946/1.3.6.1.4.1.14519.5.2.1.7695.1700.794231212227579946078491333086 1 1 yes 2 0 1 2 NA 65 NA 90 13 200.000 600.000 76.90000 -27.107811 5.4453125 0 18.98438 0 0 0 45.00000 21.750 0 0
ISPY1_1005 1005 T1 10 CTLMID,Sag,3D,SPGR,VBw, GRx, 2 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.168682333761219918185990956754 1.3.6.1.4.1.14519.5.2.1.7695.1700.112512091674522544167508033512 ISPY1/ISPY1_1005/1.3.6.1.4.1.14519.5.2.1.7695.1700.168682333761219918185990956754/1.3.6.1.4.1.14519.5.2.1.7695.1700.112512091674522544167508033512 1 1 yes 2 0 1 2 NA 65 73 90 13 175.500 526.500 79.90001 -41.065628 39.2656250 0 46.05469 0 0 0 45.35156 41.400 0 0
ISPY1_1005 1005 T2 20 CTLMID,Sag,3D,SPGR,VBw, GRx, 2 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.175394084652801531467726863292 1.3.6.1.4.1.14519.5.2.1.7695.1700.229410656917615455958078148940 ISPY1/ISPY1_1005/1.3.6.1.4.1.14519.5.2.1.7695.1700.175394084652801531467726863292/1.3.6.1.4.1.14519.5.2.1.7695.1700.229410656917615455958078148940 0 0 no 1 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
ISPY1_1005 1005 T3 30 CTLMID,Sag,3D,SPGR,VBw, GRx, 4 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.278680050483471060479946922896 1.3.6.1.4.1.14519.5.2.1.7695.1700.253971398051889701206388702985 ISPY1/ISPY1_1005/1.3.6.1.4.1.14519.5.2.1.7695.1700.278680050483471060479946922896/1.3.6.1.4.1.14519.5.2.1.7695.1700.253971398051889701206388702985 0 1 yes 2 0 1 2 NA 65 70 90 13 206.500 619.500 72.40313 -48.245316 -0.1796875 0 46.05469 0 0 0 45.35156 38.825 0 0
ISPY1_1005 1005 T4 40 3D 5 dce/post dce pre post 1.3.6.1.4.1.14519.5.2.1.7695.1700.315178405770722394134357255715 1.3.6.1.4.1.14519.5.2.1.7695.1700.244038849484388506230960714412 ISPY1/ISPY1_1005/1.3.6.1.4.1.14519.5.2.1.7695.1700.315178405770722394134357255715/1.3.6.1.4.1.14519.5.2.1.7695.1700.244038849484388506230960714412 1 1 yes 2 0 1 2 NA 65 NA 90 13 146.369 621.369 86.80000 -37.195313 31.5546880 0 39.02344 0 0 0 41.83594 36.750 0 0

ISPY2: MRI Series Metadata

Metadata for ISPY2 was extracted from series-data1741883133411.csv, containing data for 719 patients. This dataset includes MRI series metadata for each patient, covering:

  • Subject ID
  • Study Description (e.g., "ISPY2_MRI_T0")
  • Number of Images
  • Modality (e.g., "MR", "SEG")
# Load ISPY2 segmentation metadata
ispy2_dce_series_info <- read.csv(file.path(input_dir, "series-data1741883133411.csv"))

# Rename the "ispy2_dce_series_info" column to "PATIENT_ID"
colnames(ispy2_dce_series_info)[colnames(ispy2_dce_series_info) == "Subject.ID" ] <- "PATIENT_ID"

# Extract time points from the "Study.Description" column
ispy2_dce_series_info$TIME_POINT <- gsub(".*(T[0-9]+).*", "\\1", ispy2_dce_series_info$Study.Description)

# Display ISPY2 segmentation metadata
kable(head(ispy2_dce_series_info, 20), caption = "ISPY2 DCE MRI Series Information") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
ISPY2 DCE MRI Series Information
PATIENT_ID Study.UID Study.Description Study.Date Series.ID Series.Description Number.of.images File.Size..Bytes. Collection.Name Modality Manufacturer X3rd.Party.Analysis Data.Description.URI Series.Number License.Name License.URL Date.Released Series.Date Protocol.Name Body.Part.Examined Annotations.Flag Manufacturer.Model.Name Software.Versions TimeStamp TIME_POINT
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.313330782407390298344661311370946136238 ISPY2: SCOUT ISPY2 51 6827686 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 1 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.279614487823636499235940907104792611414 ISPY2: WATER:IDEAL 45 23737674 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 3 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.2647355698869417812524932280893489028 ISPY2: FAT:IDEAL 45 23737582 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 300 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.206199927301215764245278347773827952523 ISPY2: AX VIBRANT-SERIES 106 55919746 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 500 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.266124567498488197926988477469957203969 ISPY2: Ph1/AX VIBRANT-SERIES 106 55924242 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 501 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.16099171300378572953268398707957231139 ISPY2: Ph2/AX VIBRANT-SERIES 106 55925922 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 502 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.121895725493536428267661368492699481578 ISPY2: Ph3/AX VIBRANT-SERIES 106 55926114 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 503 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.308685298008010400893831782399676642910 ISPY2: Ph4/AX VIBRANT-SERIES 106 55926134 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 504 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.279756085626113072659714263260085690790 ISPY2: Ph5/AX VIBRANT-SERIES 106 55926134 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 505 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.26092330643949841378637650049345388223 ISPY2: Ph6/AX VIBRANT-SERIES 106 55925942 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 506 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.269426242885278506123547184297304481837 ISPY2: Ph7/AX VIBRANT-SERIES 106 55926102 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 507 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.293975225635615618905200212057567133995 ISPY2: VOLSER: uni-lateral cropped: SER 80 10996402 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 51000 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.192674667601251977965157561923468814958 ISPY2: VOLSER: uni-lateral cropped: PE2 80 10919044 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 51002 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.12678479245503031715538181201834554397 ISPY2: VOLSER: uni-lateral cropped: PE5 80 10918864 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 51005 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.89750556793240490681454008016631530523 ISPY2: VOLSER: uni-lateral cropped: original DCE 640 86184586 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 51800 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-10-26 NA NA Signa HDxt 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.191407311082200176460176232508943888595 ISPY2_MRI_T0 2002-10-26 1.3.6.1.4.1.14519.5.2.1.170670992519727173038447879955287778091 ISPY2: VOLSER: uni-lateral cropped: Analysis Mask 1 5285900 ISPY2 SEG GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 51900 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 NA BREAST NA Signa HDxt 220 2022-05-02 00:00:00.0 T0
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.313717101780375925531007251690743209330 ISPY2_MRI_T1 2002-11-29 1.3.6.1.4.1.14519.5.2.1.92528379925157023915586133268003573401 ISPY2: SCOUT ISPY2 51 6827804 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 1 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-11-29 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T1
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.313717101780375925531007251690743209330 ISPY2_MRI_T1 2002-11-29 1.3.6.1.4.1.14519.5.2.1.238689391857387503989892745238508896359 ISPY2: WATER:IDEAL 45 23737864 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 3 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-11-29 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T1
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.313717101780375925531007251690743209330 ISPY2_MRI_T1 2002-11-29 1.3.6.1.4.1.14519.5.2.1.91162948756112161226686952449027586143 ISPY2: FAT:IDEAL 45 23737796 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 300 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-11-29 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T1
ISPY2-100899 1.3.6.1.4.1.14519.5.2.1.313717101780375925531007251690743209330 ISPY2_MRI_T1 2002-11-29 1.3.6.1.4.1.14519.5.2.1.145698408400144867676386090516002449032 ISPY2: AX VIBRANT-SERIES 100 52767818 ISPY2 MR GE MEDICAL SYSTEMS NO https://doi.org/10.7937/TCIA.D8Z0-9T85 600 Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/by/4.0/ 2022-05-02 2002-11-29 NA NA Signa HDxt 24 2022-05-02 00:00:00.0 T1
# Select only PATIENT_ID and TIME_POINT columns from both datasets
ispy1_selected <- ispy1_dce_series_info[, c("PATIENT_ID", "TIME_POINT")]
ispy2_selected <- ispy2_dce_series_info[, c("PATIENT_ID", "TIME_POINT")]

# Merge based on PATIENT_ID and TIME_POINT
ispy1and2 <- merge(ispy1_selected, ispy2_selected, by = c("PATIENT_ID", "TIME_POINT"), all = TRUE)

Check Segmentation Consistency Across Time Points (T1-T4)

Each of the 940 patients is expected to have at least four segmentation masks, one for each of their four MRI scans

# Count segmentations per patient for each time point
series_per_patient <- ispy1and2 %>%
  group_by(PATIENT_ID, TIME_POINT) %>%
  summarize(Series_Count = n(), .groups = 'drop') %>%
  pivot_wider(names_from = TIME_POINT, values_from = Series_Count, values_fill = 0) %>%
  mutate(across(starts_with("T"), as.numeric),
         Total_Segmentations = rowSums(select(., starts_with("T")), na.rm = TRUE))

# Display segmentation counts per patient
kable(series_per_patient, caption = "Segmentation Counts per Patient") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
Segmentation Counts per Patient
PATIENT_ID T1 T2 T3 T4 T0 Total_Segmentations
ISPY1_1001 1 1 1 1 0 4
ISPY1_1002 1 1 1 1 0 4
ISPY1_1003 1 1 1 1 0 4
ISPY1_1004 1 1 1 1 0 4
ISPY1_1005 1 1 1 1 0 4
ISPY1_1007 3 6 0 3 0 12
ISPY1_1008 1 1 1 1 0 4
ISPY1_1009 1 1 1 1 0 4
ISPY1_1010 1 1 1 1 0 4
ISPY1_1011 1 1 1 1 0 4
ISPY1_1012 1 1 1 1 0 4
ISPY1_1013 1 1 1 1 0 4
ISPY1_1015 1 1 1 1 0 4
ISPY1_1016 1 1 1 1 0 4
ISPY1_1017 1 0 1 1 0 3
ISPY1_1019 1 1 1 1 0 4
ISPY1_1021 1 1 1 1 0 4
ISPY1_1022 1 1 0 1 0 3
ISPY1_1024 0 0 0 3 0 3
ISPY1_1025 1 1 1 1 0 4
ISPY1_1026 1 1 1 1 0 4
ISPY1_1027 1 0 0 0 0 1
ISPY1_1028 0 0 3 0 0 3
ISPY1_1029 1 1 1 1 0 4
ISPY1_1030 1 1 1 1 0 4
ISPY1_1031 1 1 1 1 0 4
ISPY1_1032 1 1 1 1 0 4
ISPY1_1033 0 0 0 3 0 3
ISPY1_1034 1 1 1 1 0 4
ISPY1_1035 4 4 3 0 0 11
ISPY1_1036 1 1 0 1 0 3
ISPY1_1037 1 1 2 1 0 5
ISPY1_1038 2 1 2 1 0 6
ISPY1_1039 0 3 3 3 0 9
ISPY1_1040 3 0 0 0 0 3
ISPY1_1041 1 1 1 1 0 4
ISPY1_1042 4 3 3 3 0 13
ISPY1_1043 0 3 3 3 0 9
ISPY1_1044 0 0 0 1 0 1
ISPY1_1045 4 4 4 0 0 12
ISPY1_1046 0 3 0 3 0 6
ISPY1_1047 4 3 4 3 0 14
ISPY1_1048 0 3 0 0 0 3
ISPY1_1049 1 1 1 1 0 4
ISPY1_1050 1 0 0 0 0 1
ISPY1_1051 1 0 1 1 0 3
ISPY1_1053 3 3 0 3 0 9
ISPY1_1054 1 2 1 1 0 5
ISPY1_1055 3 4 4 4 0 15
ISPY1_1056 1 1 1 1 0 4
ISPY1_1057 3 3 3 3 0 12
ISPY1_1058 1 1 1 1 0 4
ISPY1_1059 3 3 3 3 0 12
ISPY1_1060 1 1 1 1 0 4
ISPY1_1061 1 1 1 1 0 4
ISPY1_1062 1 1 1 1 0 4
ISPY1_1063 0 4 4 4 0 12
ISPY1_1064 1 1 1 1 0 4
ISPY1_1065 1 1 1 1 0 4
ISPY1_1066 1 1 1 1 0 4
ISPY1_1067 2 1 1 0 0 4
ISPY1_1068 3 1 3 0 0 7
ISPY1_1069 1 1 1 1 0 4
ISPY1_1070 1 1 1 1 0 4
ISPY1_1071 0 3 3 3 0 9
ISPY1_1072 3 0 3 3 0 9
ISPY1_1073 1 1 1 1 0 4
ISPY1_1074 3 3 3 3 0 12
ISPY1_1075 1 1 1 1 0 4
ISPY1_1077 1 1 3 1 0 6
ISPY1_1078 1 1 1 1 0 4
ISPY1_1079 3 3 0 0 0 6
ISPY1_1081 4 6 0 0 0 10
ISPY1_1082 3 3 3 3 0 12
ISPY1_1083 1 1 1 1 0 4
ISPY1_1084 4 3 0 3 0 10
ISPY1_1085 3 3 4 4 0 14
ISPY1_1086 3 0 0 3 0 6
ISPY1_1087 1 1 0 1 0 3
ISPY1_1088 1 1 1 1 0 4
ISPY1_1089 1 1 1 1 0 4
ISPY1_1090 3 3 3 3 0 12
ISPY1_1091 3 3 0 4 0 10
ISPY1_1092 1 1 1 1 0 4
ISPY1_1093 1 1 1 1 0 4
ISPY1_1094 1 0 1 1 0 3
ISPY1_1095 0 0 0 3 0 3
ISPY1_1096 1 1 1 1 0 4
ISPY1_1097 3 4 3 4 0 14
ISPY1_1098 1 1 1 1 0 4
ISPY1_1099 1 1 1 1 0 4
ISPY1_1100 1 1 1 1 0 4
ISPY1_1101 1 1 0 1 0 3
ISPY1_1102 1 1 1 1 0 4
ISPY1_1103 3 1 3 3 0 10
ISPY1_1104 1 1 1 1 0 4
ISPY1_1106 1 1 1 1 0 4
ISPY1_1107 1 1 1 1 0 4
ISPY1_1109 1 1 1 1 0 4
ISPY1_1110 0 0 3 4 0 7
ISPY1_1111 0 3 3 4 0 10
ISPY1_1112 1 1 1 1 0 4
ISPY1_1113 1 1 1 1 0 4
ISPY1_1114 3 3 3 3 0 12
ISPY1_1115 1 3 3 3 0 10
ISPY1_1116 1 1 1 1 0 4
ISPY1_1117 1 1 1 1 0 4
ISPY1_1118 1 1 1 1 0 4
ISPY1_1120 1 1 1 0 0 3
ISPY1_1121 1 1 1 1 0 4
ISPY1_1122 1 1 1 1 0 4
ISPY1_1123 1 1 1 1 0 4
ISPY1_1124 1 1 1 1 0 4
ISPY1_1125 1 1 1 1 0 4
ISPY1_1126 3 3 0 4 0 10
ISPY1_1127 1 1 1 1 0 4
ISPY1_1128 1 1 1 1 0 4
ISPY1_1129 3 3 4 4 0 14
ISPY1_1130 1 1 1 1 0 4
ISPY1_1132 1 1 1 1 0 4
ISPY1_1134 1 1 1 1 0 4
ISPY1_1135 1 1 1 1 0 4
ISPY1_1136 1 1 1 1 0 4
ISPY1_1137 1 1 1 1 0 4
ISPY1_1138 0 1 1 1 0 3
ISPY1_1139 3 4 3 3 0 13
ISPY1_1140 1 1 0 1 0 3
ISPY1_1141 3 4 3 3 0 13
ISPY1_1142 1 1 1 1 0 4
ISPY1_1143 4 4 4 4 0 16
ISPY1_1144 1 1 1 1 0 4
ISPY1_1145 1 1 0 1 0 3
ISPY1_1146 1 1 1 1 0 4
ISPY1_1147 1 1 1 1 0 4
ISPY1_1148 4 1 3 3 0 11
ISPY1_1149 3 3 3 3 0 12
ISPY1_1150 3 3 3 3 0 12
ISPY1_1151 3 3 3 3 0 12
ISPY1_1152 1 1 1 1 0 4
ISPY1_1154 1 1 1 1 0 4
ISPY1_1155 3 3 3 3 0 12
ISPY1_1156 3 3 3 3 0 12
ISPY1_1157 1 1 1 1 0 4
ISPY1_1158 1 1 1 1 0 4
ISPY1_1159 3 3 4 3 0 13
ISPY1_1160 4 4 0 5 0 13
ISPY1_1161 1 1 1 1 0 4
ISPY1_1162 3 3 3 3 0 12
ISPY1_1163 1 1 1 1 0 4
ISPY1_1164 3 3 3 3 0 12
ISPY1_1165 1 1 1 1 0 4
ISPY1_1166 1 1 1 1 0 4
ISPY1_1167 4 3 6 3 0 16
ISPY1_1168 1 1 1 1 0 4
ISPY1_1169 3 4 3 3 0 13
ISPY1_1170 3 4 4 4 0 15
ISPY1_1171 1 3 1 1 0 6
ISPY1_1172 1 1 1 1 0 4
ISPY1_1173 4 0 3 4 0 11
ISPY1_1174 1 1 1 1 0 4
ISPY1_1175 3 3 3 3 0 12
ISPY1_1176 1 1 0 0 0 2
ISPY1_1177 1 1 1 1 0 4
ISPY1_1179 3 3 3 3 0 12
ISPY1_1180 4 3 3 2 0 12
ISPY1_1181 3 3 3 3 0 12
ISPY1_1182 6 6 6 6 0 24
ISPY1_1183 3 3 3 3 0 12
ISPY1_1184 1 1 1 1 0 4
ISPY1_1185 1 1 1 1 0 4
ISPY1_1187 3 3 3 0 0 9
ISPY1_1188 1 1 1 1 0 4
ISPY1_1189 1 1 1 1 0 4
ISPY1_1191 1 1 1 1 0 4
ISPY1_1192 1 1 1 1 0 4
ISPY1_1193 3 3 3 3 0 12
ISPY1_1194 1 3 1 1 0 6
ISPY1_1196 1 1 1 1 0 4
ISPY1_1197 1 1 1 1 0 4
ISPY1_1198 1 1 1 1 0 4
ISPY1_1199 3 3 3 3 0 12
ISPY1_1200 6 0 3 3 0 12
ISPY1_1201 3 3 3 3 0 12
ISPY1_1202 3 3 3 3 0 12
ISPY1_1203 3 3 3 3 0 12
ISPY1_1204 1 1 1 1 0 4
ISPY1_1205 1 1 1 1 0 4
ISPY1_1206 3 7 3 6 0 19
ISPY1_1207 1 1 1 1 0 4
ISPY1_1208 3 3 0 3 0 9
ISPY1_1209 1 1 1 1 0 4
ISPY1_1210 3 3 3 0 0 9
ISPY1_1211 1 1 1 1 0 4
ISPY1_1212 1 1 1 1 0 4
ISPY1_1213 5 0 0 6 0 11
ISPY1_1214 1 1 1 1 0 4
ISPY1_1215 1 0 0 0 0 1
ISPY1_1216 1 1 1 1 0 4
ISPY1_1217 1 1 1 1 0 4
ISPY1_1218 3 4 3 3 0 13
ISPY1_1219 3 3 3 0 0 9
ISPY1_1220 1 1 1 1 0 4
ISPY1_1221 3 3 3 3 0 12
ISPY1_1222 1 1 1 1 0 4
ISPY1_1223 1 1 1 1 0 4
ISPY1_1224 3 3 3 3 0 12
ISPY1_1225 3 3 3 3 0 12
ISPY1_1226 1 1 1 1 0 4
ISPY1_1227 1 1 0 1 0 3
ISPY1_1228 3 3 3 6 0 15
ISPY1_1229 1 1 1 1 0 4
ISPY1_1230 3 3 3 3 0 12
ISPY1_1231 1 0 1 1 0 3
ISPY1_1232 3 3 3 3 0 12
ISPY1_1233 3 3 3 3 0 12
ISPY1_1234 1 1 1 1 0 4
ISPY1_1235 3 3 3 3 0 12
ISPY1_1236 3 3 3 3 0 12
ISPY1_1237 3 3 3 3 0 12
ISPY1_1238 3 3 0 0 0 6
ISPY1_1239 1 1 1 1 0 4
ISPY2-100899 16 16 16 0 16 64
ISPY2-102011 9 10 9 0 11 39
ISPY2-103693 16 16 16 0 16 64
ISPY2-104384 18 18 18 0 18 72
ISPY2-105286 13 13 13 0 13 52
ISPY2-105513 13 13 13 0 13 52
ISPY2-108939 12 0 0 0 12 24
ISPY2-109623 10 11 17 0 10 48
ISPY2-109874 16 16 16 0 16 64
ISPY2-109980 9 0 9 0 9 27
ISPY2-111004 18 22 18 0 18 76
ISPY2-111038 8 8 8 0 8 32
ISPY2-111344 8 8 8 0 8 32
ISPY2-111646 17 16 0 0 18 51
ISPY2-111674 14 14 14 0 14 56
ISPY2-111881 13 14 13 0 13 53
ISPY2-112606 14 14 13 0 14 55
ISPY2-114087 13 13 13 0 13 52
ISPY2-115638 14 13 13 0 14 54
ISPY2-116165 0 0 0 0 9 9
ISPY2-117424 13 12 12 0 12 49
ISPY2-117707 15 15 14 0 15 59
ISPY2-119928 13 13 0 0 13 39
ISPY2-120001 8 7 9 0 8 32
ISPY2-120422 13 13 0 0 14 40
ISPY2-122287 8 8 0 0 8 24
ISPY2-122579 15 14 14 0 14 57
ISPY2-122795 9 13 0 0 13 35
ISPY2-123660 13 13 13 0 13 52
ISPY2-125130 16 16 16 0 16 64
ISPY2-125418 13 13 0 0 13 39
ISPY2-127675 13 14 12 0 13 52
ISPY2-127791 8 8 8 0 8 32
ISPY2-128051 8 8 7 0 8 31
ISPY2-128675 9 10 9 0 9 37
ISPY2-129837 12 12 12 0 12 48
ISPY2-129973 14 14 14 0 14 56
ISPY2-130892 7 7 7 0 7 28
ISPY2-131595 15 16 0 0 15 46
ISPY2-132463 12 12 13 0 12 49
ISPY2-133650 9 8 0 0 8 25
ISPY2-134526 13 13 13 0 13 52
ISPY2-136536 8 8 7 0 7 30
ISPY2-138425 15 15 15 0 15 60
ISPY2-139137 9 8 9 0 8 34
ISPY2-139771 10 0 8 0 10 28
ISPY2-141782 13 14 14 0 13 54
ISPY2-142688 18 18 18 0 18 72
ISPY2-145513 14 14 13 0 14 55
ISPY2-146033 16 16 16 0 16 64
ISPY2-147139 14 14 15 0 14 57
ISPY2-149654 18 18 18 0 18 72
ISPY2-151230 0 14 14 0 14 42
ISPY2-151481 7 7 12 0 7 33
ISPY2-151980 13 13 13 0 13 52
ISPY2-152197 16 0 16 0 16 48
ISPY2-153327 18 18 18 0 18 72
ISPY2-153880 15 9 15 0 11 50
ISPY2-154293 16 16 16 0 9 57
ISPY2-155171 13 13 13 0 13 52
ISPY2-157270 13 13 13 0 13 52
ISPY2-157463 14 8 8 0 8 38
ISPY2-159284 13 13 13 0 13 52
ISPY2-159352 14 14 14 0 14 56
ISPY2-160120 14 14 14 0 14 56
ISPY2-164468 9 9 9 0 9 36
ISPY2-166412 12 12 13 0 12 49
ISPY2-166782 0 0 7 0 7 14
ISPY2-167271 9 9 9 0 9 36
ISPY2-168044 13 13 13 0 13 52
ISPY2-169536 14 14 14 0 14 56
ISPY2-172168 13 13 13 0 13 52
ISPY2-172283 15 14 15 0 15 59
ISPY2-174903 9 16 16 0 9 50
ISPY2-174904 13 13 13 0 13 52
ISPY2-177795 9 9 9 0 9 36
ISPY2-178649 8 8 8 0 7 31
ISPY2-178815 14 13 9 0 15 51
ISPY2-180027 12 0 12 0 13 37
ISPY2-180663 14 13 13 0 14 54
ISPY2-181442 14 13 14 0 14 55
ISPY2-181819 8 7 7 0 8 30
ISPY2-182346 13 13 13 0 13 52
ISPY2-183831 12 12 13 0 12 49
ISPY2-188091 0 0 0 0 14 14
ISPY2-188511 14 14 14 0 14 56
ISPY2-190224 13 13 13 0 13 52
ISPY2-192548 14 14 0 0 14 42
ISPY2-194024 18 18 18 0 18 72
ISPY2-196024 9 9 9 0 9 36
ISPY2-197942 14 14 15 0 14 57
ISPY2-198891 9 9 9 0 9 36
ISPY2-199115 15 16 16 0 15 62
ISPY2-199960 0 0 0 0 13 13
ISPY2-200222 13 16 15 0 12 56
ISPY2-201831 13 13 13 0 12 51
ISPY2-201873 12 13 13 0 14 52
ISPY2-202539 13 13 13 0 13 52
ISPY2-202956 7 7 7 0 7 28
ISPY2-203254 12 12 12 0 14 50
ISPY2-204939 15 15 15 0 15 60
ISPY2-208265 12 7 12 0 7 38
ISPY2-208303 9 9 9 0 9 36
ISPY2-209397 14 14 14 0 14 56
ISPY2-211408 12 12 12 0 13 49
ISPY2-212307 13 13 13 0 13 52
ISPY2-213328 0 0 18 0 18 36
ISPY2-213672 8 8 8 0 8 32
ISPY2-215932 12 13 13 0 13 51
ISPY2-218249 8 8 8 0 8 32
ISPY2-220664 0 0 0 0 6 6
ISPY2-221375 13 13 13 0 13 52
ISPY2-223030 15 15 15 0 15 60
ISPY2-223526 9 9 9 0 9 36
ISPY2-225836 13 9 14 0 14 50
ISPY2-227832 15 13 13 0 13 54
ISPY2-227881 8 8 17 0 10 43
ISPY2-228192 8 8 8 0 8 32
ISPY2-228340 13 14 14 0 13 54
ISPY2-229144 14 14 14 0 14 56
ISPY2-229328 16 16 16 0 16 64
ISPY2-229824 12 12 12 0 12 48
ISPY2-231633 17 16 16 0 16 65
ISPY2-233832 0 14 0 0 14 28
ISPY2-233962 15 14 14 0 14 57
ISPY2-234272 16 16 16 0 9 57
ISPY2-235995 8 8 8 0 8 32
ISPY2-236470 13 0 0 0 13 26
ISPY2-238790 13 13 13 0 13 52
ISPY2-239061 8 8 9 0 8 33
ISPY2-240035 16 16 16 0 13 61
ISPY2-240432 9 9 9 0 9 36
ISPY2-241705 9 9 9 0 9 36
ISPY2-242370 9 9 9 0 9 36
ISPY2-243836 9 9 9 0 9 36
ISPY2-245655 13 13 13 0 13 52
ISPY2-246134 8 9 0 0 8 25
ISPY2-247641 9 9 9 0 9 36
ISPY2-248255 12 12 12 0 13 49
ISPY2-250274 9 9 9 0 9 36
ISPY2-252748 13 13 13 0 13 52
ISPY2-254060 8 8 8 0 8 32
ISPY2-254273 13 13 13 0 13 52
ISPY2-255078 13 13 13 0 13 52
ISPY2-255535 8 7 7 0 8 30
ISPY2-255577 18 18 18 0 18 72
ISPY2-257735 0 0 0 0 7 7
ISPY2-259206 8 8 16 0 9 41
ISPY2-259899 8 0 0 0 8 16
ISPY2-261304 16 17 13 0 16 62
ISPY2-262131 13 0 0 0 14 27
ISPY2-264678 13 12 12 0 13 50
ISPY2-266509 0 15 16 0 16 47
ISPY2-267306 9 8 8 0 9 34
ISPY2-268937 8 8 8 0 8 32
ISPY2-273691 9 10 17 0 10 46
ISPY2-273745 9 8 8 0 8 33
ISPY2-277848 13 13 13 0 13 52
ISPY2-279902 9 9 9 0 9 36
ISPY2-282082 14 14 14 0 13 55
ISPY2-282644 0 0 0 0 8 8
ISPY2-282777 15 15 15 0 15 60
ISPY2-284355 16 16 15 0 15 62
ISPY2-286984 16 16 16 0 16 64
ISPY2-287300 15 10 8 0 14 47
ISPY2-289107 14 14 14 0 14 56
ISPY2-290413 15 12 15 0 15 57
ISPY2-291515 13 13 13 0 13 52
ISPY2-294176 7 7 7 0 7 28
ISPY2-294265 16 15 16 0 16 63
ISPY2-299364 13 13 13 0 13 52
ISPY2-299840 8 8 8 0 8 32
ISPY2-300724 9 9 9 0 9 36
ISPY2-301289 15 0 0 0 15 30
ISPY2-301968 14 0 0 0 13 27
ISPY2-303685 13 13 13 0 13 52
ISPY2-303947 14 14 14 0 14 56
ISPY2-306127 0 0 0 0 12 12
ISPY2-307659 8 8 8 0 9 33
ISPY2-309830 13 0 0 0 13 26
ISPY2-311316 15 15 15 0 14 59
ISPY2-311455 19 18 19 0 18 74
ISPY2-313243 8 7 7 0 8 30
ISPY2-313672 9 0 9 0 9 27
ISPY2-316996 13 13 13 0 13 52
ISPY2-317131 7 7 7 0 7 28
ISPY2-318293 7 7 8 0 8 30
ISPY2-318407 13 13 13 0 13 52
ISPY2-318438 0 0 13 0 13 26
ISPY2-318569 16 17 16 0 16 65
ISPY2-319324 9 9 9 0 9 36
ISPY2-324021 7 7 8 0 8 30
ISPY2-326202 14 13 14 0 15 56
ISPY2-327133 13 13 13 0 13 52
ISPY2-327142 13 0 13 0 12 38
ISPY2-327917 15 0 0 0 15 30
ISPY2-329941 9 9 9 0 9 36
ISPY2-330134 9 9 9 0 9 36
ISPY2-331192 14 14 14 0 13 55
ISPY2-332655 0 0 0 0 15 15
ISPY2-333145 13 13 13 0 13 52
ISPY2-335091 8 7 9 0 8 32
ISPY2-340186 12 13 12 0 14 51
ISPY2-341238 15 15 14 0 15 59
ISPY2-342142 9 9 9 0 8 35
ISPY2-342996 10 17 17 0 10 54
ISPY2-345460 0 0 0 0 8 8
ISPY2-345483 13 13 13 0 13 52
ISPY2-345574 9 14 8 0 8 39
ISPY2-347516 13 0 13 0 13 39
ISPY2-348009 13 13 13 0 13 52
ISPY2-349225 16 16 0 0 16 48
ISPY2-349330 16 16 16 0 16 64
ISPY2-349639 7 7 7 0 7 28
ISPY2-350331 13 13 13 0 13 52
ISPY2-353318 0 13 13 0 13 39
ISPY2-355292 15 15 15 0 15 60
ISPY2-356399 13 14 14 0 14 55
ISPY2-356684 13 13 14 0 13 53
ISPY2-357017 7 7 8 0 8 30
ISPY2-357034 13 13 13 0 13 52
ISPY2-360937 9 9 9 0 9 36
ISPY2-362993 12 12 12 0 12 48
ISPY2-363669 15 16 17 0 15 63
ISPY2-366120 15 15 0 0 15 45
ISPY2-367682 8 8 6 0 8 30
ISPY2-369040 14 14 14 0 14 56
ISPY2-371528 15 14 0 0 15 44
ISPY2-373672 13 12 13 0 14 52
ISPY2-374106 12 0 12 0 13 37
ISPY2-374121 8 8 8 0 8 32
ISPY2-375342 8 0 0 0 8 16
ISPY2-375455 14 14 14 0 9 51
ISPY2-377460 13 13 13 0 13 52
ISPY2-378401 8 8 8 0 8 32
ISPY2-380239 9 16 16 0 9 50
ISPY2-380769 14 14 14 0 14 56
ISPY2-380972 10 17 18 0 10 55
ISPY2-382853 14 14 14 0 14 56
ISPY2-386664 7 7 7 0 7 28
ISPY2-388581 12 13 13 0 11 49
ISPY2-391942 13 13 13 0 13 52
ISPY2-395076 16 16 16 0 16 64
ISPY2-395249 8 9 8 0 8 33
ISPY2-395379 9 8 9 0 8 34
ISPY2-402265 12 13 15 0 13 53
ISPY2-402384 8 8 8 0 8 32
ISPY2-405717 11 13 0 0 11 35
ISPY2-406190 14 15 0 0 14 43
ISPY2-410083 13 13 13 0 13 52
ISPY2-411008 14 13 13 0 14 54
ISPY2-411684 13 13 12 0 13 51
ISPY2-411806 13 13 13 0 13 52
ISPY2-411950 13 13 13 0 13 52
ISPY2-413961 13 13 13 0 13 52
ISPY2-414256 17 17 18 0 10 62
ISPY2-414286 14 0 14 0 14 42
ISPY2-414971 8 7 8 0 7 30
ISPY2-415039 12 13 12 0 7 44
ISPY2-416434 9 7 7 0 9 32
ISPY2-417654 18 9 14 0 20 61
ISPY2-418593 13 0 13 0 13 39
ISPY2-419590 10 9 9 0 9 37
ISPY2-420523 9 8 7 0 8 32
ISPY2-421829 13 13 15 0 14 55
ISPY2-422450 7 7 10 0 7 31
ISPY2-422454 13 13 13 0 13 52
ISPY2-423619 9 9 9 0 8 35
ISPY2-423979 18 17 18 0 18 71
ISPY2-424541 16 16 16 0 16 64
ISPY2-425173 17 18 18 0 18 71
ISPY2-426106 13 12 13 0 13 51
ISPY2-427321 0 12 12 0 13 37
ISPY2-431061 9 9 9 0 9 36
ISPY2-433144 14 13 13 0 16 56
ISPY2-435313 14 0 0 0 14 28
ISPY2-436371 9 9 9 0 9 36
ISPY2-437162 13 14 14 0 13 54
ISPY2-437968 13 9 13 0 13 48
ISPY2-439489 0 0 9 0 10 19
ISPY2-442637 8 8 8 0 9 33
ISPY2-442669 9 9 9 0 9 36
ISPY2-442981 13 13 13 0 13 52
ISPY2-443444 14 14 14 0 15 57
ISPY2-443708 0 12 12 0 12 36
ISPY2-446263 9 8 9 0 9 35
ISPY2-451482 7 7 7 0 7 28
ISPY2-451816 14 14 14 0 7 49
ISPY2-452703 13 13 13 0 13 52
ISPY2-453596 15 0 16 0 15 46
ISPY2-454808 10 9 9 0 9 37
ISPY2-455828 13 13 0 0 13 39
ISPY2-456432 7 7 7 0 7 28
ISPY2-456506 14 15 14 0 14 57
ISPY2-458196 14 15 0 0 14 43
ISPY2-459311 9 9 9 0 9 36
ISPY2-460776 14 14 14 0 14 56
ISPY2-460812 13 0 0 0 13 26
ISPY2-461824 9 0 8 0 9 26
ISPY2-462581 15 15 15 0 15 60
ISPY2-462605 13 13 13 0 13 52
ISPY2-464547 14 14 15 0 14 57
ISPY2-466267 14 14 13 0 13 54
ISPY2-467622 8 0 7 0 8 23
ISPY2-472799 14 15 14 0 14 57
ISPY2-473365 9 8 9 0 9 35
ISPY2-473468 9 10 9 0 9 37
ISPY2-473505 14 15 15 0 13 57
ISPY2-477816 7 12 12 0 12 43
ISPY2-477994 12 13 0 0 13 38
ISPY2-478055 13 13 13 0 13 52
ISPY2-478484 14 14 15 0 14 57
ISPY2-478655 13 14 14 0 13 54
ISPY2-479417 9 16 16 0 9 50
ISPY2-483667 8 8 7 0 8 31
ISPY2-483910 14 0 0 0 14 28
ISPY2-484867 14 13 13 0 14 54
ISPY2-484894 9 9 9 0 9 36
ISPY2-485637 15 13 14 0 14 56
ISPY2-489194 9 9 9 0 9 36
ISPY2-489504 9 13 13 0 15 50
ISPY2-489973 8 7 9 0 8 32
ISPY2-491526 9 9 16 0 9 43
ISPY2-491779 13 13 13 0 13 52
ISPY2-492612 18 18 19 0 18 73
ISPY2-493472 13 13 13 0 13 52
ISPY2-493519 13 13 13 0 13 52
ISPY2-493775 15 15 14 0 14 58
ISPY2-494022 15 15 15 0 16 61
ISPY2-494296 18 23 18 0 18 77
ISPY2-494946 15 14 15 0 15 59
ISPY2-495440 14 0 14 0 14 42
ISPY2-496205 8 8 8 0 8 32
ISPY2-497010 14 15 15 0 15 59
ISPY2-498024 17 18 18 0 14 67
ISPY2-498985 15 15 15 0 15 60
ISPY2-500826 9 9 9 0 9 36
ISPY2-501303 0 13 13 0 12 38
ISPY2-502486 16 16 18 0 16 66
ISPY2-503034 14 15 0 0 15 44
ISPY2-504838 0 0 0 0 13 13
ISPY2-507198 9 9 14 0 8 40
ISPY2-507249 13 0 0 0 13 26
ISPY2-509012 14 15 15 0 14 58
ISPY2-510543 13 13 13 0 13 52
ISPY2-515105 13 15 13 0 13 54
ISPY2-515141 13 13 13 0 13 52
ISPY2-515281 9 9 9 0 9 36
ISPY2-515284 12 13 13 0 13 51
ISPY2-515565 13 13 13 0 13 52
ISPY2-517446 0 0 0 0 9 9
ISPY2-517870 13 13 13 0 13 52
ISPY2-518000 7 7 0 0 7 21
ISPY2-518576 16 16 16 0 16 64
ISPY2-519738 16 16 16 0 9 57
ISPY2-520258 14 14 14 0 14 56
ISPY2-520986 14 13 13 0 13 53
ISPY2-521860 8 8 0 0 8 24
ISPY2-527320 13 0 0 0 13 26
ISPY2-527581 13 0 0 0 13 26
ISPY2-528479 15 14 15 0 14 58
ISPY2-528833 10 9 9 0 9 37
ISPY2-531672 14 14 14 0 14 56
ISPY2-532183 16 0 0 0 14 30
ISPY2-535415 12 13 13 0 12 50
ISPY2-535569 9 11 9 0 8 37
ISPY2-535779 9 9 9 0 9 36
ISPY2-536253 8 8 0 0 8 24
ISPY2-539291 7 7 7 0 7 28
ISPY2-539876 16 16 16 0 16 64
ISPY2-539904 16 16 16 0 16 64
ISPY2-540539 7 7 7 0 7 28
ISPY2-541165 13 14 14 0 13 54
ISPY2-542392 13 13 13 0 12 51
ISPY2-543795 13 13 13 0 13 52
ISPY2-549172 14 14 14 0 14 56
ISPY2-550157 9 9 9 0 9 36
ISPY2-550421 8 0 0 0 8 16
ISPY2-551795 15 15 15 0 15 60
ISPY2-552313 13 13 13 0 13 52
ISPY2-552549 9 9 9 0 9 36
ISPY2-553012 9 9 9 0 9 36
ISPY2-553141 15 21 14 0 14 64
ISPY2-554577 16 16 16 0 16 64
ISPY2-555214 16 16 15 0 16 63
ISPY2-559021 13 13 13 0 13 52
ISPY2-559263 15 14 15 0 15 59
ISPY2-563856 9 8 8 0 8 33
ISPY2-564234 13 12 12 0 13 50
ISPY2-566011 16 9 14 0 14 53
ISPY2-567201 9 9 9 0 9 36
ISPY2-567907 14 13 13 0 13 53
ISPY2-568331 12 12 12 0 13 49
ISPY2-568953 9 10 9 0 8 36
ISPY2-570148 8 7 14 0 14 43
ISPY2-570380 12 13 12 0 13 50
ISPY2-570685 9 9 10 0 9 37
ISPY2-570966 13 12 13 0 14 52
ISPY2-571276 9 9 9 0 9 36
ISPY2-572016 13 13 12 0 13 51
ISPY2-572235 14 14 9 0 13 50
ISPY2-572444 13 13 13 0 13 52
ISPY2-572731 14 14 15 0 14 57
ISPY2-572793 8 8 9 0 8 33
ISPY2-573586 13 12 13 0 12 50
ISPY2-573881 12 7 12 0 12 43
ISPY2-574091 18 18 19 0 18 73
ISPY2-575372 9 15 14 0 18 56
ISPY2-575457 13 13 13 0 13 52
ISPY2-578975 9 9 9 0 9 36
ISPY2-579881 18 0 14 0 18 50
ISPY2-581648 8 7 7 0 7 29
ISPY2-586091 14 14 14 0 14 56
ISPY2-586207 12 13 13 0 12 50
ISPY2-587388 9 9 0 0 9 27
ISPY2-589502 15 14 15 0 15 59
ISPY2-590220 14 14 14 0 14 56
ISPY2-590299 13 13 13 0 13 52
ISPY2-591079 8 8 8 0 8 32
ISPY2-591180 8 8 8 0 8 32
ISPY2-592535 12 12 12 0 7 43
ISPY2-596079 7 7 12 0 7 33
ISPY2-596458 7 12 12 0 12 43
ISPY2-597253 7 7 7 0 8 29
ISPY2-597873 13 0 0 0 13 26
ISPY2-598798 12 13 12 0 7 44
ISPY2-600536 7 8 8 0 8 31
ISPY2-601489 14 15 14 0 15 58
ISPY2-602451 13 0 0 0 12 25
ISPY2-602943 15 13 13 0 15 56
ISPY2-604199 14 15 15 0 14 58
ISPY2-604326 14 16 16 0 16 62
ISPY2-604380 14 14 14 0 14 56
ISPY2-605713 8 8 14 0 9 39
ISPY2-607047 14 14 14 0 13 55
ISPY2-609642 14 14 13 0 14 55
ISPY2-609897 18 8 14 0 13 53
ISPY2-611662 9 11 9 0 9 38
ISPY2-613188 7 7 7 0 7 28
ISPY2-613961 10 9 10 0 9 38
ISPY2-614044 14 14 14 0 14 56
ISPY2-614434 9 9 9 0 9 36
ISPY2-615873 13 13 12 0 13 51
ISPY2-616994 8 9 9 0 7 33
ISPY2-618240 13 13 13 0 13 52
ISPY2-621179 13 13 13 0 13 52
ISPY2-622078 13 0 0 0 13 26
ISPY2-622315 9 9 7 0 9 34
ISPY2-622688 14 13 14 0 14 55
ISPY2-623086 11 16 0 0 9 36
ISPY2-623569 14 14 15 0 15 58
ISPY2-624777 8 8 0 0 8 24
ISPY2-625800 8 9 9 0 8 34
ISPY2-625854 14 13 13 0 14 54
ISPY2-627118 14 14 9 0 14 51
ISPY2-627981 7 7 7 0 7 28
ISPY2-628692 18 8 15 0 18 59
ISPY2-629210 13 13 10 0 13 49
ISPY2-630758 14 9 14 0 14 51
ISPY2-631337 0 0 0 0 14 14
ISPY2-632408 16 16 16 0 16 64
ISPY2-635862 14 14 15 0 14 57
ISPY2-636424 18 18 18 0 18 72
ISPY2-637051 15 15 15 0 14 59
ISPY2-637566 7 7 7 0 7 28
ISPY2-637752 7 7 12 0 12 38
ISPY2-639663 0 15 15 0 15 45
ISPY2-640043 15 15 15 0 15 60
ISPY2-640463 14 14 14 0 14 56
ISPY2-640927 8 7 8 0 8 31
ISPY2-644186 8 9 9 0 9 35
ISPY2-644609 9 9 9 0 9 36
ISPY2-646233 9 13 13 0 14 49
ISPY2-646600 8 0 0 0 8 16
ISPY2-650589 13 13 13 0 13 52
ISPY2-651401 18 18 18 0 18 72
ISPY2-651541 13 13 0 0 13 39
ISPY2-654956 12 13 13 0 13 51
ISPY2-655703 12 7 12 0 12 43
ISPY2-655795 13 14 14 0 13 54
ISPY2-658541 13 13 0 0 13 39
ISPY2-660534 17 18 18 0 18 71
ISPY2-660915 18 18 14 0 19 69
ISPY2-663197 8 8 7 0 8 31
ISPY2-663467 9 9 9 0 9 36
ISPY2-664658 14 14 14 0 14 56
ISPY2-666147 13 13 13 0 13 52
ISPY2-666450 8 14 14 0 9 45
ISPY2-666715 13 14 14 0 13 54
ISPY2-668752 14 14 14 0 14 56
ISPY2-672734 13 13 13 0 13 52
ISPY2-674897 13 13 13 0 14 53
ISPY2-676048 14 14 14 0 14 56
ISPY2-676365 13 13 0 0 13 39
ISPY2-676630 13 13 13 0 13 52
ISPY2-677915 14 14 14 0 14 56
ISPY2-679787 10 8 0 0 10 28
ISPY2-683173 18 17 18 0 18 71
ISPY2-683374 13 13 12 0 13 51
ISPY2-683457 8 7 0 0 8 23
ISPY2-685182 15 15 15 0 15 60
ISPY2-685753 14 14 14 0 14 56
ISPY2-687733 13 13 13 0 13 52
ISPY2-689188 9 9 0 0 9 27
ISPY2-690410 15 15 15 0 15 60
ISPY2-692885 14 14 15 0 14 57
ISPY2-697098 16 16 16 0 16 64
ISPY2-697871 9 7 8 0 10 34
ISPY2-701790 14 14 13 0 15 56
ISPY2-703401 9 9 9 0 10 37
ISPY2-703455 8 8 0 0 8 24
ISPY2-705381 14 15 14 0 15 58
ISPY2-706169 7 8 7 0 8 30
ISPY2-706418 13 13 13 0 13 52
ISPY2-706943 7 8 8 0 7 30
ISPY2-708387 12 12 12 0 13 49
ISPY2-709559 17 18 9 0 18 62
ISPY2-712276 9 9 9 0 9 36
ISPY2-712917 17 16 16 0 16 65
ISPY2-714205 8 8 8 0 8 32
ISPY2-719713 13 13 13 0 13 52
ISPY2-720065 9 9 14 0 14 46
ISPY2-723918 8 7 7 0 8 30
ISPY2-725455 12 14 0 0 13 39
ISPY2-726091 14 14 14 0 14 56
ISPY2-726381 13 13 13 0 14 53
ISPY2-726940 16 0 0 0 16 32
ISPY2-727255 16 0 0 0 16 32
ISPY2-727804 8 7 8 0 7 30
ISPY2-728287 13 13 14 0 13 53
ISPY2-728714 8 8 9 0 8 33
ISPY2-729270 12 12 12 0 12 48
ISPY2-729732 13 13 13 0 13 52
ISPY2-732137 8 8 8 0 8 32
ISPY2-733276 9 9 9 0 9 36
ISPY2-733962 14 0 14 0 0 28
ISPY2-735673 0 9 9 0 9 27
ISPY2-741535 16 16 16 0 16 64
ISPY2-742477 9 13 13 0 13 48
ISPY2-745633 7 0 8 0 7 22
ISPY2-746265 15 15 15 0 15 60
ISPY2-746731 14 14 14 0 14 56
ISPY2-749097 12 13 13 0 12 50
ISPY2-752372 13 13 13 0 13 52
ISPY2-752469 14 15 14 0 14 57
ISPY2-756412 9 9 9 0 9 36
ISPY2-759015 15 8 14 0 18 55
ISPY2-759418 13 13 13 0 13 52
ISPY2-765773 16 16 16 0 16 64
ISPY2-766301 14 13 13 0 14 54
ISPY2-766967 13 12 12 0 13 50
ISPY2-767081 15 15 14 0 16 60
ISPY2-767934 8 8 8 0 8 32
ISPY2-768214 13 13 13 0 13 52
ISPY2-769972 9 9 9 0 9 36
ISPY2-771813 9 7 6 0 8 30
ISPY2-778020 9 10 8 0 8 35
ISPY2-778527 14 13 13 0 13 53
ISPY2-780272 8 9 8 0 8 33
ISPY2-781335 12 14 14 0 13 53
ISPY2-781642 7 8 8 0 7 30
ISPY2-782334 13 13 0 0 13 39
ISPY2-783427 8 7 7 0 8 30
ISPY2-783578 12 0 13 0 13 38
ISPY2-783771 9 0 9 0 9 27
ISPY2-786003 16 16 16 0 16 64
ISPY2-786480 8 8 8 0 8 32
ISPY2-787415 13 13 13 0 13 52
ISPY2-788149 8 9 10 0 8 35
ISPY2-789497 13 13 13 0 13 52
ISPY2-790070 13 9 13 0 13 48
ISPY2-790397 9 8 8 0 8 33
ISPY2-790722 14 12 0 0 14 40
ISPY2-791321 0 0 0 0 13 13
ISPY2-791944 7 12 12 0 7 38
ISPY2-792412 13 13 13 0 13 52
ISPY2-793684 15 14 14 0 14 57
ISPY2-794428 0 9 9 0 9 27
ISPY2-796558 8 8 8 0 8 32
ISPY2-797427 8 8 14 0 14 44
ISPY2-797499 9 9 9 0 9 36
ISPY2-797639 16 16 16 0 16 64
ISPY2-798604 13 13 13 0 13 52
ISPY2-800710 9 13 13 0 13 48
ISPY2-802105 17 18 18 0 18 71
ISPY2-802778 9 9 9 0 9 36
ISPY2-803514 13 12 12 0 13 50
ISPY2-803677 9 9 9 0 9 36
ISPY2-804233 9 9 9 0 10 37
ISPY2-808714 13 13 13 0 13 52
ISPY2-809037 7 7 7 0 7 28
ISPY2-809649 8 8 8 0 8 32
ISPY2-810965 10 17 17 0 10 54
ISPY2-812089 7 8 8 0 8 31
ISPY2-814299 0 8 14 0 14 36
ISPY2-815421 14 14 14 0 14 56
ISPY2-815493 8 7 7 0 7 29
ISPY2-819622 9 9 14 0 15 47
ISPY2-820348 13 13 13 0 13 52
ISPY2-823618 15 15 15 0 15 60
ISPY2-824234 16 16 16 0 16 64
ISPY2-824350 13 13 0 0 13 39
ISPY2-824512 13 13 13 0 13 52
ISPY2-825363 15 15 15 0 15 60
ISPY2-828199 14 0 0 0 14 28
ISPY2-829491 13 11 13 0 14 51
ISPY2-830486 8 0 0 0 8 16
ISPY2-830958 9 9 9 0 9 36
ISPY2-831702 14 14 14 0 14 56
ISPY2-832056 13 14 14 0 15 56
ISPY2-833536 12 13 14 0 14 53
ISPY2-834418 16 16 16 0 16 64
ISPY2-835137 13 14 0 0 0 27
ISPY2-835658 8 7 8 0 8 31
ISPY2-836114 10 13 13 0 14 50
ISPY2-836983 12 12 12 0 12 48
ISPY2-840501 14 14 14 0 13 55
ISPY2-841336 8 7 8 0 8 31
ISPY2-845079 10 9 9 0 9 37
ISPY2-845147 14 13 13 0 13 53
ISPY2-845663 14 14 14 0 14 56
ISPY2-846156 13 0 13 0 14 40
ISPY2-847272 9 9 0 0 9 27
ISPY2-847753 9 9 9 0 9 36
ISPY2-848371 18 18 18 0 18 72
ISPY2-849605 14 0 13 0 13 40
ISPY2-851180 13 13 13 0 13 52
ISPY2-851223 9 9 9 0 9 36
ISPY2-851488 13 13 13 0 13 52
ISPY2-857165 9 9 9 0 9 36
ISPY2-859699 13 13 13 0 13 52
ISPY2-862244 9 10 9 0 9 37
ISPY2-865416 13 13 13 0 13 52
ISPY2-872188 14 0 15 0 16 45
ISPY2-873686 8 8 7 0 8 31
ISPY2-876511 13 13 13 0 13 52
ISPY2-877463 13 0 0 0 13 26
ISPY2-882538 13 13 13 0 13 52
ISPY2-883696 15 15 16 0 16 62
ISPY2-883886 13 13 13 0 14 53
ISPY2-884266 8 8 8 0 8 32
ISPY2-885590 14 14 14 0 13 55
ISPY2-885871 16 16 16 0 16 64
ISPY2-889049 13 13 12 0 13 51
ISPY2-889225 12 13 0 0 12 37
ISPY2-889721 15 15 15 0 15 60
ISPY2-890414 13 13 12 0 13 51
ISPY2-891645 13 12 13 0 13 51
ISPY2-892390 14 14 14 0 13 55
ISPY2-893874 9 9 9 0 9 36
ISPY2-894128 8 8 8 0 8 32
ISPY2-894491 18 14 14 0 18 64
ISPY2-896621 13 0 14 0 13 40
ISPY2-896939 13 15 15 0 14 57
ISPY2-898618 9 9 9 0 9 36
ISPY2-899381 18 17 18 0 18 71
ISPY2-903880 7 7 7 0 7 28
ISPY2-904269 14 9 9 0 14 46
ISPY2-905264 8 7 8 0 8 31
ISPY2-906042 8 8 9 0 9 34
ISPY2-906795 8 8 0 0 9 25
ISPY2-910188 13 13 13 0 14 53
ISPY2-910706 15 14 14 0 15 58
ISPY2-912836 10 10 17 0 10 47
ISPY2-913225 9 14 14 0 9 46
ISPY2-914968 8 9 8 0 8 33
ISPY2-916586 0 0 0 0 13 13
ISPY2-916645 14 13 13 0 14 54
ISPY2-917762 16 16 16 0 16 64
ISPY2-918979 8 8 8 0 8 32
ISPY2-920479 14 14 14 0 12 54
ISPY2-922872 9 9 9 0 9 36
ISPY2-923968 13 13 13 0 14 53
ISPY2-924812 8 8 8 0 7 31
ISPY2-924868 14 15 14 0 14 57
ISPY2-924895 16 0 0 0 16 32
ISPY2-925691 11 9 9 0 9 38
ISPY2-930172 13 0 0 0 12 25
ISPY2-930853 13 13 13 0 13 52
ISPY2-930903 14 14 14 0 14 56
ISPY2-932200 18 18 16 0 18 70
ISPY2-934459 13 14 14 0 14 55
ISPY2-934906 17 18 18 0 18 71
ISPY2-935460 13 13 13 0 13 52
ISPY2-940186 17 17 18 0 10 62
ISPY2-941191 12 12 13 0 12 49
ISPY2-941926 8 8 8 0 8 32
ISPY2-943879 8 9 8 0 9 34
ISPY2-944419 14 9 14 0 14 51
ISPY2-944536 8 8 8 0 8 32
ISPY2-950131 18 18 18 0 18 72
ISPY2-953262 14 14 14 0 14 56
ISPY2-953885 14 14 15 0 15 58
ISPY2-955953 13 13 12 0 13 51
ISPY2-957408 7 7 7 0 7 28
ISPY2-959366 14 13 13 0 14 54
ISPY2-960490 13 0 13 0 13 39
ISPY2-960963 9 9 8 0 9 35
ISPY2-962472 9 8 7 0 8 32
ISPY2-962664 8 8 8 0 8 32
ISPY2-962827 12 12 13 0 12 49
ISPY2-965265 7 0 7 0 7 21
ISPY2-966016 9 9 9 0 9 36
ISPY2-972307 13 13 13 0 13 52
ISPY2-974181 14 13 13 0 14 54
ISPY2-974618 7 7 7 0 7 28
ISPY2-981461 8 8 8 0 8 32
ISPY2-981664 8 8 0 0 8 24
ISPY2-982505 13 13 13 0 13 52
ISPY2-983841 14 13 13 0 13 53
ISPY2-986734 8 8 8 0 8 32
ISPY2-987995 8 8 8 0 8 32
ISPY2-988443 9 16 16 0 9 50
ISPY2-988665 16 16 16 0 16 64
ISPY2-990443 13 13 13 0 13 52
ISPY2-994987 15 0 0 0 15 30
ISPY2-997702 12 13 12 0 13 50
ISPY2-999264 9 9 9 0 9 36
ISPY2-999733 11 9 9 0 9 38

Patients with Missing Segmentations

Patients missing one or more segmentation masks need further review (24 patients).

# Identify patients with <4 segmentations
patients_less_than_4 <- series_per_patient %>%
  filter(Total_Segmentations < 4) %>%
  select(PATIENT_ID, Total_Segmentations)

# Display patients missing segmentations
kable(patients_less_than_4, caption = "Patients with Less Than 4 Segmentation Masks") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
Patients with Less Than 4 Segmentation Masks
PATIENT_ID Total_Segmentations
ISPY1_1017 3
ISPY1_1022 3
ISPY1_1024 3
ISPY1_1027 1
ISPY1_1028 3
ISPY1_1033 3
ISPY1_1036 3
ISPY1_1040 3
ISPY1_1044 1
ISPY1_1048 3
ISPY1_1050 1
ISPY1_1051 3
ISPY1_1087 3
ISPY1_1094 3
ISPY1_1095 3
ISPY1_1101 3
ISPY1_1120 3
ISPY1_1138 3
ISPY1_1140 3
ISPY1_1145 3
ISPY1_1176 2
ISPY1_1215 1
ISPY1_1227 3
ISPY1_1231 3

Section 2: Genomic Analysis

Objective: Process microarray expression data to identify predictive and biologically meaningful features associated with treatment response.

1. Subset to Radiogenomic Cohort

  • Matched clinical, microarray expression, and MRI data
  • Final dataset: 982 patients × 18,348 genes
# 1. Subset to common patients
expr_data <- expr[, common_patients] #982
annot_data <- annot[annot$gene_name %in% common_patients , ]
clin_data <- merged_clin[merged_clin$patientid %in% common_patients, ]

2. Restrict to Protein-Coding Genes

  • Retained only protein-coding genes based on GENCODE annotations ** Genes:** 17,547
  • Optional: Apply variance filtering to remove low-variance genes
# 1. Subset to common patients
expr_data <- expr[, common_patients] #982
annot_data <- annot[annot$gene_name %in% common_patients , ]
clin_data <- merged_clin[merged_clin$patientid %in% common_patients, ]

# 2. Restrict to Protein-Coding Genes.
annot_proteincoding <- annot[annot$gene_type == "protein_coding",] # 17547 protein coding genes.
expr_data <- expr_data[rownames(expr_data) %in% rownames(annot_proteincoding),]

# TODO: optional low varience removal
# plot a density plot
plot(
  density(as.numeric(as.matrix(expr_data)), na.rm = TRUE),
  main = "Overall Expression Density",
  xlab = "Expression",
  ylab = "Density"
)

# Frequency table for the treatment columns
DT::datatable(as.data.frame(table(merged_clin$treatment)), 
              colnames = c("Treatment", "Count"))
DT::datatable(as.data.frame(table(merged_clin$treatmentid)), 
              colnames = c("Treatment ID", "Count"))

3. PredictIO RNA Signature Integration

  • Loaded 55 curated immune-oncology (IO) RNA signatures (.rda format)
  • Each signature derived from peer-reviewed publications
  • Signatures used to assess immune response, sensitivity, or resistance to immune checkpoint blockade
  • Mapped to GENCODE v40
  • Sources:
# 3. check of how many genes are avaivale in Predio_signitures
sig_path <- file.path(input_dir, "predictIO_sigs")
rda_files <- list.files(sig_path, pattern = "\\.rda$", full.names = TRUE)
summary_list <- list()

# Check gene overlap between IO signatures and expression data
for (file in rda_files) {
  sig_obj <- get(load(file))
  sig_name <- if ("signature_name" %in% colnames(sig_obj) && length(unique(sig_obj$signature_name)) > 0)
    unique(sig_obj$signature_name)[1]
  else
    tools::file_path_sans_ext(basename(file))

  if (!"gene_name" %in% colnames(sig_obj)) next

  genes <- sig_obj$gene_name
  matched <- intersect(rownames(expr_data), genes)

  summary_list[[sig_name]] <- data.frame(
    signature = sig_name,
    n_genes_total = length(genes),
    n_genes_matched = length(matched),
    matched_genes = paste(sort(matched), collapse = ", ")
  )
}

summary_df <- do.call(rbind, summary_list)

kable(summary_df, caption = "Summary of gene overlap between IO signatures and expression data") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
Summary of gene overlap between IO signatures and expression data
signature n_genes_total n_genes_matched matched_genes
ADO_Sidders ADO_Sidders 14 14 APP, CASP1, CD81, COL3A1, CREB1, CYBB, FOS, FOXP3, GPI, LAG3, MAPK1, MAPK3, PPARG, PTGS2
APM_Thompson APM_Thompson 8 8 B2M, CALR, HSP90AB1, NLRC5, PSMB9, PSME1, PSME3, RFX5
APM_Wang APM_Wang 18 18 B2M, CALR, CANX, ERAP1, ERAP2, HLA-A, HLA-B, HLA-C, PDIA3, PSMB10, PSMB5, PSMB6, PSMB7, PSMB8, PSMB9, TAP1, TAP2, TAPBP
Bcell_Budczies Bcell_Budczies 8 8 BLK, CD19, FCRL2, MS4A1, PNOC, SPIB, TCL1A, TNFRSF17
Bcell_Helmink Bcell_Helmink 66 58 ALG13, AREG, ARHGAP24, ARRDC2, BANK1, BCL11A, BTG1, C9orf72, CALM2, CCR7, CD69, CD83, CHD1, CKS2, CREM, CXCR4, DDX27, DDX3Y, DNAJA1, DNAJB1, DNAJB14, EZR, GPR183, HERPUD1, HSPH1, JUND, KDM6B, LY9, MS4A1, NFKBID, NR4A1, NR4A2, NR4A3, PER1, PRDM2, RANBP2, RASGEF1B, REL, RGPD5, RILPL2, SDCBP, SKIL, SLC2A3, SMCHD1, TGIF1, TRA2A, TSC22D2, TUBA1A, TUBA1C, USP36, VPS37B, WDR45B, WDR74, YPEL5, ZFP36L2, ZNF141, ZNF165, ZNF331
Blood_Friedlander Blood_Friedlander 15 14 ADAM17, CDK2, CDKN2A, DPP4, ERBB2, HLA-DRA, ICOS, ITGA4, MYC, NAB2, NRAS, RHOC, TGFB1, TIMP1
C-ECM_Chakravarthy C-ECM_Chakravarthy 58 55 A2M, ABI3BP, ACAN, ADAM12, ADAM8, ADAMTS14, COL10A1, COL11A1, COL14A1, COL1A1, COL1A2, COL3A1, COL4A3, COL4A4, COL4A6, COL5A1, COL5A2, COL5A3, COL7A1, COMP, DCN, DDR2, DPT, ECM2, FAP, FBLN1, FBLN5, FGF2, FLRT2, FN1, GPM6B, ITGA9, ITGAX, JAM2, LAMA2, LAMC3, LOXL2, MFAP2, MFAP4, MFAP5, MMP1, MMP11, MMP9, MYH11, PDGFRA, POSTN, RECK, SERPINH1, SPP1, SULF1, TGFBI, TIMP1, TLL1, TNXB, VCAN
CCL5-CXCL9_Dangaj CCL5-CXCL9_Dangaj 21 21 CCL5, CD2, CD247, CD3E, CD4, CD53, CD86, CD8A, CXCL9, DOCK2, GBP2, GZMK, IL10RA, IL2RB, IRF1, LAPTM5, LCP1, PTPRC, SLC7A7, STAT1, TNFRSF9
CD39-CD8Tcell_Chow CD39-CD8Tcell_Chow 23 21 B2M, CD2, CD247, CD96, CXCL13, CXCR6, ENTPD1, GNLY, GZMA, HCST, HLA-B, IKZF3, ITGAL, KLRB1, KLRC1, LCK, LSP1, PDCD1, PTPN22, TNIP3, ZNF683
CD8_Sade-Feldman CD8_Sade-Feldman 34 32 BTG2, CD55, CSRNP1, EGR1, FAM177A1, FOSL2, FOXP1, GPR183, IFRD1, IL7R, LMNA, MGAT4A, MYADM, NEU1, NR4A1, NR4A3, PDE4B, PER1, PFKFB3, PIK3R1, REL, RGCC, RGPD5, SKIL, STAT4, TC2N, TCF7, TSC22D2, TSPYL2, USP36, YPEL5, ZFP36L2
Chemokine_Messina Chemokine_Messina 12 12 CCL18, CCL19, CCL2, CCL21, CCL3, CCL4, CCL5, CCL8, CXCL10, CXCL11, CXCL13, CXCL9
CIN25_Carter CIN25_Carter 25 24 CCNB2, CCT5, CDC45, CDK1, ESPL1, FEN1, FOXM1, KIF20A, MAD2L1, MCM2, MCM7, MELK, NCAPD2, PCNA, PRC1, RAD51AP1, RFC4, RNASEH2A, TGIF2, TOP2A, TPX2, TRIP13, TTK, UBE2C
CIN70_Carter CIN70_Carter 70 67 ACTL6A, ASF1B, ATAD2, AURKA, AURKB, CCNB1, CCNB2, CCT5, CDC20, CDC45, CDC6, CDCA3, CDCA8, CDK1, CEP55, CKAP5, CKS2, CMAS, CTPS1, DHCR7, DKC1, ECT2, ELAVL1, ESPL1, EZH2, FEN1, FOXM1, HDGF, KIF20A, KIF4A, LSM4, MAD2L1, MCM10, MCM2, MCM7, MELK, MSH6, MTCH2, NCAPD2, NCAPG2, NCAPH, NDUFAB1, NEK2, NUP205, NXT1, OIP5, PBK, PCNA, PDCD2L, PRC1, PTTG1, RAD21, RAD51AP1, RFC4, RNASEH2A, RRM1, RRM2, SRSF2, TGIF2, TOP2A, TPX2, TRIP13, TTK, UBE2C, UNG, ZWILCH, ZWINT
COX-IS_Bonavita COX-IS_Bonavita 24 23 CCL2, CCL5, CD8A, CD8B, CSF3, CXCL1, CXCL10, CXCL11, CXCL2, CXCL9, EOMES, GZMA, GZMB, IFNG, IL12A, IL12B, IL1A, IL1B, IL6, PRF1, STAT1, TBX21, VEGFA
CRMA_Shukla CRMA_Shukla 5 3 MAGEA12, MAGEA2B, MAGEA6
CYT_Davoli CYT_Davoli 7 7 CD2, CD247, CD3E, GZMH, GZMK, NKG7, PRF1
CYT_Rooney CYT_Rooney 2 2 GZMA, PRF1
EMT_Thompson EMT_Thompson 12 12 AGER, CDH1, CDH3, CLDN4, EPCAM, FN1, MAL2, MMP2, SNAI2, ST14, VIM, ZEB2
EMTstroma_Wang EMTstroma_Wang 18 18 CALD1, CALU, COL6A2, COL6A3, CTHRC1, ECM1, EMP3, FBN1, FLNA, FN1, FOXC2, LAMA2, LOX, LRP1, MFAP5, SERPINE2, TNC, VIM
IFN_Ayers IFN_Ayers 6 6 CXCL10, CXCL9, HLA-DRA, IDO1, IFNG, STAT1
ImmuneCells_Xiong ImmuneCells_Xiong 109 97 ADAM21, ALDH1L2, APBB2, APOC2, ARSF, ASAH2, ASPM, BIRC5, C6orf223, CACNG1, CCL18, CD244, CDCA5, CDH1, CEACAM6, CILP2, CLDN7, CORO7, CR2, CRTAM, CYTL1, DHRS9, DLK1, DUSP13, EIF4A2, ENTHD1, FBLN1, FBLN2, FMOD, FOLR2, FOXI1, GDF1, GIMAP4, GPR31, GRIA1, GRM7, ITGA3, JMJD7, KIR2DL4, KIRREL2, KLHDC8B, KRT4, LALBA, LEF1, LYSMD2, MAEL, MAP2K5, MATN3, MFAP2, MKI67, MMP9, MT1G, MUSK, MXRA8, MYL1, MYO1G, NACA2, NUDT10, NUPR1, OTOF, PKDCC, PLA2G2D, PPA2, PRPH, PRUNE2, RASL12, RIMS2, RNASE1, ROR1, RRM2, SCGB2A2, SH2D2A, SHC3, SLC16A3, SPATA13, SPC24, SPP1, STC1, STC2, STOML3, SYT6, TEAD2, TK1, TM4SF19, TMEM171, TRAF3IP2, TREM2, TRPC4, TSHZ3, TUBA8, TYMS, UBE2C, UNC80, ZNF219, ZNF462, ZNF610, ZNF880
ImmuneScore_Roh ImmuneScore_Roh 41 40 CCL3, CCL4, CCL5, CCR5, CXCL10, CXCL11, CXCL9, GNLY, GZMA, GZMB, HLA-A, HLA-B, HLA-C, HLA-DMA, HLA-DMB, HLA-DOA, HLA-DOB, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DQA2, HLA-DQB1, HLA-DRA, HLA-DRB1, HLA-E, HLA-F, HLA-G, ICAM1, ICAM2, ICAM3, ICAM4, ICAM5, IFNG, IFNGR1, IFNGR2, IRF1, PRF1, PSMB9, STAT1, VCAM1
ImmunoScore_Hao ImmunoScore_Hao 76 75 ACAP1, ACP5, AHCYL1, AIM2, ASB2, BIRC5, BTN3A2, CCL13, CCL18, CCL5, CCR2, CCR7, CD2, CD300LF, CD38, CD3D, CD3G, CD6, CD7, CD70, CD8A, CD96, CD97, CDC7, CLECL1, CXCR4, CXCR6, DAXX, DUSP6, EZH2, FADD, FCN1, FCRL3, GMPR, GPRC5C, GRB2, GZMA, HAPLN3, HK3, HLA-DMB, HLA-DOA, HLA-E, HLA-F, ICAM3, IGSF6, IKZF1, IL21R, IL2RB, IRF1, ITGAL, ITK, LAMP3, LCK, LILRA5, LTK, MAK, MLST8, MMP25, NKG7, NOL11, NUCB2, PDCD1, PTGS1, PTGS2, RAET1E, SIRPG, SLC15A3, ST3GAL6, TAP1, TAP2, TAPBP, TBX21, TFEC, TIGIT, UBASH3A
IMPRES_Auslander IMPRES_Auslander 28 26 BTLA, CD200, CD200R1, CD27, CD274, CD276, CD28, CD40, CD80, CD86, CEACAM1, CTLA4, HAVCR2, IDO1, IL2RB, LAG3, PDCD1, PDCD1LG2, PVR, TIGIT, TNFRSF14, TNFRSF18, TNFRSF4, TNFRSF9, TNFSF4, TNFSF9
IMS_Cui IMS_Cui 18 18 ADAM12, AXL, BCAT1, CCL13, CCL2, CCL8, CD163, COL6A3, FAP, IL10, INHBA, ISG15, OLFML2B, PDGFRB, SIGLEC1, STC1, TWIST2, VCAN
Inflammatory_Thompson Inflammatory_Thompson 27 27 CCL5, CCR5, CD274, CD3D, CD3E, CD8A, CIITA, CTLA4, CXCL10, CXCL11, CXCL13, CXCL9, GZMA, GZMB, HLA-DRA, HLA-DRB1, HLA-E, IDO1, IL2RG, ITGAL, LAG3, NKG7, PDCD1, PRF1, PTPRC, STAT1, TAGAP
IPS_Charoentong IPS_Charoentong 162 152 ACAP1, ADRM1, AHSA1, AIM2, APOL3, ARHGAP10, ATM, ATP10D, B2M, BIRC3, BRIP1, C1GALT1C1, C3AR1, CASP3, CASQ1, CCL20, CCL4, CCL5, CCNB1, CCR2, CCR5, CCR7, CCT6B, CD14, CD160, CD2, CD27, CD274, CD300E, CD37, CD3D, CD3E, CD3G, CD55, CD69, CD72, CD86, CD8A, CETN3, CFLAR, CLEC5A, CMKLR1, CSE1L, CTLA4, CXCR4, DAPP1, DOCK9, DUSP2, ESCO2, ETS1, EXO1, EXOC6, EXOSC9, EZH2, FCGR2A, FCGR2B, FCGR3A, FERMT3, FLT3LG, FOXP3, GDE1, GEMIN6, GNLY, GPSM3, GPT2, GZMA, GZMH, GZMK, GZMM, HAPLN3, HAVCR2, HLA-A, HLA-B, HLA-C, HLA-DMB, HLA-DPA1, HLA-DPB1, HLA-E, HLA-F, ICOS, IDO1, IFI16, IL18BP, IL2RB, IL34, IL4R, ITGA4, ITGAL, ITGAM, KIF11, KNTC1, L1CAM, LAG3, LCK, LIME1, LIPA, LRP1, LRRC42, LTK, MARCO, MNDA, MPZL1, MRC1, MS4A6A, NCOA4, NFKBIA, NKG7, NUF2, PARVG, PDCD1, PDCD1LG2, PDGFRL, PELO, PIK3IP1, PLEK, PRC1, PRSS23, PSAP, PSAT1, PTGER2, PTGES2, PTGIR, PTGS1, PTRH2, REPS1, RGS1, RTKN2, S100A8, S100A9, SAMSN1, SCG2, SELL, SETD7, SIGLEC6, SIK1, ST8SIA4, STAB1, TAL1, TAP1, TAP2, TFEC, TIGIT, TIMM13, TIPIN, TPK1, TRAT1, TRIB2, UQCRB, USP9Y, WIPF1, ZAP70, ZCRB1
IRG_Ayers IRG_Ayers 17 17 CCL5, CD2, CD3D, CD3E, CIITA, CXCL10, CXCL13, CXCR6, GZMB, GZMK, HLA-DRA, HLA-E, IDO1, IL2RG, NKG7, STAT1, TAGAP
IRG_Yang IRG_Yang 11 11 ANGPTL5, IFI30, IGF1, LEPR, NR2F2, NRP1, PLAU, PRL, PRLHR, TNFRSF10A, TNFRSF10B
KDM5A_Wang KDM5A_Wang 8 8 ANO3, FAM13C, HMCN1, IKZF3, KDM5A, MVB12B, PDE1A, RIOK1
M1_Hwang M1_Hwang 13 12 CBLB, CCR7, CD27, CD48, FOXO1, HLA-B, HLA-G, IFIH1, IKZF4, LAMP3, NFKBIA, SAMHD1
Macrophage_Danaher Macrophage_Danaher 4 4 CD163, CD68, CD84, MS4A4A
MHC-I_Liu MHC-I_Liu 8 8 B2M, HLA-A, HLA-B, HLA-C, HLA-E, HLA-F, TAP1, TAP2
MHC-II_Liu MHC-II_Liu 13 13 HLA-DMA, HLA-DMB, HLA-DOA, HLA-DOB, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DQA2, HLA-DQB1, HLA-DQB2, HLA-DRA, HLA-DRB1, HLA-DRB5
MPS_Guijarro MPS_Guijarro 45 42 AKR1C3, ALX1, BMP1, BRD7, CRTAC1, DTD1, ECEL1, ERC2, FAM110C, FUT9, GABRA2, GAP43, GREM1, GRSF1, HCN1, HECW1, KLHL1, KRT12, LHFPL4, LTA4H, NEFM, NETO1, NKX2-2, OCIAD2, OTOP1, OXCT1, PDE3B, PLXNC1, PTPRN2, PTPRT, SIGLEC15, SLC13A5, SLC9A2, SLITRK6, SNAP91, SSBP4, STON2, TAC1, TELO2, TMEM177, VAT1L, WNT5A
Myeloid-DC_Helmink Myeloid-DC_Helmink 6 5 CD1A, CD1B, CD1E, CLEC10A, CLIC2
NonResponse_Chen NonResponse_Chen 258 241 ACTL6A, ALYREF, ANLN, APOBEC3A, ASPM, ATAD2, AUNIP, AURKA, AURKB, BIRC5, BLM, BOP1, BORA, BRIX1, BUB1, BYSL, CBX2, CCDC138, CCDC167, CCNA2, CCNB1, CCNB2, CCNE1, CCNE2, CCT3, CDC123, CDC20, CDC25A, CDC25C, CDC45, CDC7, CDCA2, CDCA3, CDCA5, CDCA7, CDCA8, CDK1, CDK4, CDKN3, CENPA, CENPE, CENPF, CENPI, CENPK, CENPL, CENPM, CENPN, CENPO, CENPW, CEP55, CHCHD3, CHEK1, CHEK2, CKAP2L, CKS1B, CKS2, CMC2, CMSS1, CSE1L, CTPS1, CTSV, DEPDC1B, DHFR, DIAPH3, DKC1, DLGAP5, DNAJC9, DONSON, DSCC1, DTL, E2F2, ECE2, ECT2, ENY2, ERCC6L, ESPL1, EXO1, EZH2, FAM72D, FAM83D, FAM91A1, FANCB, FANCD2, FANCI, FBXO5, FEN1, FOXM1, GABPB1, GGH, GINS3, GMPS, GPSM2, GTPBP4, HDGF, HELLS, HJURP, HMMR, HPRT1, HSPA14, HSPD1, ILF2, KIF11, KIF14, KIF15, KIF18A, KIF20A, KIF23, KIF2C, KIF4A, KIFC1, KPNA2, LIN9, LMNB1, LMNB2, LRP8, LRR1, LYAR, MAD2L1, MASTL, MCM10, MCM2, MCM3, MCM4, MCM6, MCM7, MELK, MND1, MRPL13, MRPL15, MRPL3, MRPL42, MRPS17, MSH6, MTFR1, MTHFD2, NCAPG, NCAPG2, NCBP2, NDC1, NDC80, NEIL3, NEK2, NME1, NOLC1, NOP16, NOP58, NUDT5, NUF2, NUP155, NUP205, NUSAP1, OIP5, ORC1, ORC6, PARPBP, PBK, PCNA, PDCD5, PDSS1, PGAM5, PHF19, PKMYT1, PLK1, PLK4, PNP, POC1A, POLE2, POLQ, POLR2D, POP1, PPAT, PRC1, PRDX4, PRR11, PSMD12, PSMD14, PSMG1, PTTG1, RACGAP1, RAD51, RAD51AP1, RAD54B, RAD54L, RANBP1, RFC2, RFC3, RFC4, RIPK2, RNASEH2A, RPL29, RPL34, RPL6, RPL8, RPS21, RPS24, RRM2, SEH1L, SMC2, SNRPA1, SNRPC, SNRPD1, SNRPF, SNRPG, SPAG5, SPC25, SPDL1, SRPK1, STIL, STMN1, TACC3, TICRR, TIMELESS, TIMM8A, TIPIN, TMPO, TOMM5, TOP2A, TPX2, TRIP13, TROAP, TTK, TUBA1B, TUBA1C, TXN, TYMS, UBE2C, UBE2S, UBE2T, UBE2V2, UBQLN1, UCHL5, UCK2, UNG, UQCRB, UQCRH, VRK1, WDR12, WDR43, XPOT, ZNF670, ZWINT
PDL1_Nishino PDL1_Nishino 3 3 CD274, PDCD1, PDCD1LG2
peri-Tcell_Hwang peri-Tcell_Hwang 3 3 GPR18, HLA-DOA, STAT1
PredictIO_Bareche PredictIO_Bareche 100 98 ABCD2, ANP32E, APOL6, ARHGAP24, B2M, C14orf132, CA2, CD3E, CD3G, CD83, CD8A, CRYAB, CST7, CTSW, CXCL10, CXCL11, CXCL13, CXCL9, CXCR6, DAPK1, DLG4, DOCK8, EAF1, EOMES, EPB41, ERI1, F11R, F2RL1, FASLG, FBXO6, FGD3, FHL3, FJX1, GALNT5, GBP1, GBP4, GBP5, GCNT4, GLE1, GMIP, GNLY, GZMA, GZMB, GZMK, HPGD, IFIT5, IKZF3, IQUB, JAKMIP1, KLHDC7B, KLRD1, LAG3, LCK, LPAR1, LY9, MAST1, MS4A1, MYCL, NKG7, NUB1, P2RY10, PCDHGB6, PDCD1, PDGFA, PLA2G2D, PLCL2, POLE, PPM1D, PRF1, PRKCH, PSMB9, PSME1, PTPRCAP, RAB11FIP1, RAB11FIP4, RAB20, RAB42, RAB8A, RBFOX2, RCBTB2, RPS6KA5, SELL, SLAMF1, SLAMF7, SLC20A2, SLC9C1, SORCS2, SOX9, SPINK5, SYK, TAGAP, TBX21, TRAFD1, TXNDC11, VSNL1, XPC, ZBED2, ZHX3
proliferation_Pabla proliferation_Pabla 10 9 BUB1, CCNB2, CDK1, CDKN3, FOXM1, MAD2L1, MELK, MKI67, TOP2A
PTEN-MITF_Cabrita PTEN-MITF_Cabrita 263 244 ADAMDEC1, ANGPT1, ANKRD22, ANTXR1, APOE, ARL6IP5, ASB9, ATP2B1, AUTS2, BACE2, BCAT1, BCL2A1, BHLHE41, BIRC3, BIRC7, C2orf88, CABLES1, CADM1, CAPN3, CASP1, CBR3, CBX2, CCL5, CD38, CD3D, CD44, CD48, CD52, CD79A, CD79B, CD8A, CDH2, CDK14, CDK6, CEACAM1, CENPV, CHCHD6, CLIP3, CNPY4, COL12A1, COL16A1, COL5A1, COL5A2, COL8A1, CPE, CPXM1, CSTB, CXCL10, CXCL13, CXCL9, DACT3, DDAH1, DIAPH3, DKK3, DPYSL3, ECHDC3, EDNRA, EFEMP2, EFNB2, EMILIN1, ENAH, ENC1, ERRFI1, ESM1, EXTL2, FBXO6, FBXW5, FCRLA, FOXC1, FSCN1, FZD1, FZD2, GBP5, GMPR, GNPTAB, GPC6, GPNMB, GSDMD, GSTO1, GYG2, GZMB, HCST, HERC5, HIGD1A, HLA-B, HLA-C, HLA-E, HLA-F, HLA-G, HOXA5, HOXB5, HPS1, HRK, HSD17B14, ID1, ID3, IFI27, IFI35, IFIH1, IGFBP2, IL18BP, INPP4B, IRF1, IRF4, IRF8, ISG20, ITGB5, ITGB7, KAT2B, KDM5B, KLF12, LAMB1, LAMC1, LGALS3, LIMCH1, LMNB2, LOX, LRP5, LY96, LYN, LYST, MAZ, MBP, MCOLN2, MCOLN3, MEIS2, MFSD6, MICAL1, MITF, MLANA, MLLT11, MOXD1, MYO5A, NCF1, NKG7, NR4A2, NREP, NSG1, NTM, OAS2, OLFML2A, OSTM1, P2RX7, PAM, PARP10, PARP9, PCDH17, PCDH18, PCOLCE, PEG10, PHACTR1, PHLDB2, PIR, PKIA, PLA1A, PLEK, PLXNC1, PMEPA1, POSTN, PRDM8, PRICKLE1, PRICKLE2, PRKCB, PRKCD, PSMB8, PSMB9, PXDN, QPCT, RAB27A, RAB32, RAB38, RAC2, RBBP4, RBP1, RCAN2, RENBP, RGS10, RGS4, ROPN1, ROPN1B, RPS6KA5, RTP4, RUNX3, S100A1, S1PR3, SALL2, SAT1, SBK1, SDC2, SDCBP, SERPINB1, SIGIRR, SKP2, SLC11A2, SLC45A2, SLC9A3R1, SLIT2, SNCA, SNX10, SOCS2, SOD2, SOX13, SOX4, SPRY1, SPRY2, ST3GAL6, ST6GALNAC2, STAT1, STK32B, STX7, SWAP70, SYT11, TAP1, TAPBP, TBC1D7, TCF12, TCF3, TLE4, TMEM140, TMEM47, TMSB15A, TMTC4, TNFRSF14, TRIB1, TRIM63, TRO, TRPV2, TSPAN5, TUSC3, TYR, TYSND1, UBA52, UBD, UBE2E3, UBE2L6, UPP1, VAT1, VCAN, VNN2, ZNF286A, ZNF395, ZNF512, ZNF532, ZNF84
Response_Chen Response_Chen 443 414 ABI3, ABI3BP, ACAP1, ACSL5, ACVRL1, ADA, ADAM7, ADAP2, ADCY7, AIM2, AKNA, ALOX5, ANXA2R, APBB1IP, APOBEC3C, APOBEC3G, APOBEC3H, APOE, ARHGAP15, ARHGAP25, ARHGAP30, ARHGAP4, ARHGAP9, ARHGEF1, ARHGEF18, ARRDC5, BACH2, BANK1, BATF3, BCL11B, BIN1, BIRC3, BLK, BTK, BTLA, BTN3A1, BTN3A2, BTN3A3, C1orf162, C1QA, C1QC, C2, CAPN3, CARD11, CASP1, CCL19, CCL22, CCL5, CCM2, CCND2, CCR2, CCR7, CD19, CD1B, CD1C, CD2, CD22, CD247, CD27, CD28, CD37, CD3D, CD3E, CD3G, CD4, CD40, CD40LG, CD48, CD5, CD52, CD53, CD6, CD7, CD72, CD74, CD79A, CD79B, CD84, CD86, CD8A, CELF2, CETP, CHKB, CLECL1, CMKLR1, CORO1A, CR2, CSF1R, CSF2RA, CSK, CST7, CTLA4, CTSW, CXCL9, CXCR3, CXCR5, CXCR6, CXorf65, CYBB, CYTH1, CYTIP, DAB2, DEF6, DENND1C, DENND3, DGKA, DNAH1, DNASE1L3, DOCK10, DOCK11, DOCK2, DOCK8, DOK2, DOK3, DPEP2, EFHD2, EHD1, ELMO1, EML3, EMP3, ENG, EOMES, ETS1, EVI2B, FAM78A, FCAR, FCER2, FCHSD2, FCN1, FCRL3, FCRL5, FERMT3, FGD2, FGR, FNBP1, FYN, GAB3, GAS7, GBP2, GBP4, GBP5, GIMAP4, GIMAP5, GIMAP6, GIMAP7, GMFG, GMIP, GNAI2, GNGT2, GNLY, GPR132, GPR18, GPSM3, GRAP, GZMA, GZMB, GZMH, GZMK, HCLS1, HCST, HLA-DMA, HLA-DMB, HLA-DOA, HLA-DOB, HLA-DPB1, HLA-E, HLA-F, HLX, HVCN1, ICAM2, ICAM3, ICOS, IFFO1, IFNAR2, IGFLR1, IGSF6, IL10RA, IL12RB1, IL15, IL16, IL18BP, IL18R1, IL18RAP, IL21R, IL2RG, IL32, IL4R, IL7R, INPP5D, IPCEF1, IRF1, IRF8, ITGAX, ITGB2, ITGB7, ITK, KBTBD8, KIF21B, KLHL6, KLRB1, KLRD1, KLRG1, LAG3, LAPTM5, LAT, LAT2, LBH, LCK, LCP1, LCP2, LGALS2, LGALS9, LILRB3, LILRB4, LIME1, LPXN, LSP1, LST1, LTA, LTB, LY86, LY9, LYL1, LYN, MAL, MAN2B1, MAP4K1, MATK, MCOLN2, MEF2C, MEI1, MGAT1, MICAL1, MOB3A, MSC, MSN, MX2, MYCBP2, MYO1F, MYO1G, MYO9B, NAGK, NAPSA, NCF1, NCF4, NCKAP1L, NCR3, NFS1, NKG7, NLRC5, NLRP1, NLRP3, NPSR1, NR1H3, NRROS, P2RY10, P2RY8, PAG1, PAPLN, PAQR8, PARP15, PARVG, PBX4, PCSK7, PDCD1, PDE4DIP, PIK3CD, PIK3IP1, PIP4K2A, PITPNM2, PLAC8, PLCB2, PLCG2, PLCL2, PLEK, PLEKHA2, PLEKHO1, PLEKHO2, PNOC, POU2AF1, POU2F2, PPM1M, PPP1R16B, PPP1R18, PRAM1, PRDM8, PRF1, PRKCB, PRKCH, PSMB10, PSTPIP1, PTGDS, PTGER4, PTK2B, PTPN6, PTPN7, PTPRC, PTPRCAP, PVRIG, PYHIN1, RAB33A, RAB37, RAB8B, RAC2, RAPGEF1, RASAL3, RASGRP2, RASGRP3, RASSF2, RASSF4, RASSF5, RCSD1, RENBP, RFTN1, RGL4, RGS19, RHOF, RHOG, RIN3, RNF166, RUNX3, S1PR4, SAMD3, SAP25, SASH3, SCIMP, SEL1L3, SELL, SELPLG, SEMA4D, SERPING1, SH2B3, SH2D1A, SH2D3C, SH3BGRL3, SH3BP1, SH3KBP1, SH3TC1, SIPA1, SIRPA, SLA, SLA2, SLAMF1, SLAMF7, SLC15A3, SLC1A3, SLC7A6, SLC7A7, SLC9A9, SLCO2B1, SMAP2, SOCS1, SP140, SPI1, SPNS3, SPOCK2, ST3GAL5, ST8SIA4, STAB1, STAT2, STAT4, STK10, STK4, SYK, SYNE3, SYT11, TAGAP, TAPBP, TBC1D10C, TBC1D2B, TBXAS1, TCF4, TCIRG1, TCL1A, TESPA1, TIMD4, TLN1, TLR10, TLR9, TMEM119, TMEM140, TNFAIP3, TNFRSF13B, TNFRSF14, TNFRSF1B, TNFRSF25, TNFRSF4, TNFRSF6B, TNFSF13, TNFSF14, TNIP1, TOX2, TRAF1, TRAF3IP3, TRANK1, TRAT1, TRIM38, TRPV2, TXK, UBASH3A, VAMP5, VASH1, VAV1, VCAM1, VPREB3, WAS, WIPF1, XAF1, ZAP70, ZBED2, ZBTB32, ZNF366, ZNF683, ZNF831
STAT1_Care STAT1_Care 39 37 ANKRD22, APOL3, APOL6, CCL4, CCR5, CD2, CST7, CXCL10, CXCL11, CXCL9, CXCR6, FCER1G, FCGR1B, FGL2, GBP1, GBP2, GBP4, GBP5, GIMAP4, GIMAP5, GZMA, GZMK, IDO1, IFIT3, IFNG, IRF1, LAG3, LAP3, PRF1, SERPINA1, SERPING1, SLAMF7, SLC31A2, STAT1, TAP1, TNFSF10, XAF1
Tcell-exclusion_Arnon Tcell-exclusion_Arnon 108 94 APOD, APOE, ATIC, ATP1A1, B2M, BTF3, CAPN3, CD63, CDH1, CHCHD2, CTSD, DAAM2, EEF1G, EIF3G, EIF3M, EIF4A1, ENO1, EXOSC4, FARSA, GAPDH, GPNMB, HLA-A, HLA-B, HLA-C, HLA-F, HNRNPA1, HPS5, HSP90AA1, IFI27, IRF4, LGALS3, LGALS3BP, LSM7, MAGEA4, MAGEC1, MCAM, MDH2, MLLT11, MRPS24, NACA, NDUFB9, NME1, NREP, NSG1, PLXNC1, PSAP, QPCT, RAB5B, RPL18A, RPL19, RPL26, RPL27A, RPL31, RPL32, RPL35A, RPL36, RPL37, RPL37A, RPL39, RPL6, RPL7, RPLP2, RPS11, RPS13, RPS14, RPS15, RPS16, RPS17, RPS18, RPS20, RPS21, RPS23, RPS25, RPS27A, RPS28, RPS4X, RPS5, RPS6, S100A1, S100B, SAT1, SEC11C, SLC7A8, SMARCA4, SNRPD2, ST3GAL6, STOML2, TIMM13, TMED10, TMEM255A, TPI1, TYR, UBA52, VAT1
Teff-IFNG_Fehrenbacher Teff-IFNG_Fehrenbacher 8 8 CD8A, CXCL10, CXCL9, EOMES, GZMA, GZMB, IFNG, TBX21
Teff_McDermott Teff_McDermott 5 5 CD274, CD8A, EOMES, IFNG, PRF1
TGFB_Mariathasan TGFB_Mariathasan 19 17 ACTA2, ACTG2, ADAM12, ADAM19, CNN1, COL4A1, CTPS1, FSTL3, HSPB1, IGFBP3, PXDC1, SEMA7A, SH3PXD2A, TAGLN, TGFBI, TNS1, TPM1
TIS_Damotte TIS_Damotte 18 18 CCL5, CD27, CD274, CD276, CD8A, CMKLR1, CXCL9, CXCR6, HLA-DQA1, HLA-DRB1, HLA-E, IDO1, LAG3, NKG7, PDCD1LG2, PSMB10, STAT1, TIGIT
TLS_Cabrita TLS_Cabrita 9 9 CCR6, CD1D, CD79B, CETP, EIF1AY, LAT, PTGDS, RBP5, SKAP1
TUMOR-VASCULATURE-UP_Lu TUMOR-VASCULATURE-UP_Lu 29 29 ADAM12, ADAP2, CHN1, CMTM8, COL5A3, EGFL6, FJX1, FOXF2, FZD10, HOPX, HSPA6, ISG15, LCP2, MMP9, MUC1, MXRA5, PAMR1, PLXDC1, PMAIP1, POSTN, RPS11, SCIN, SPP1, STC1, TNFAIP6, TNFRSF21, TWIST1, VCAN, WDR77
VIGex_Hernando-Calvo VIGex_Hernando-Calvo 12 12 CD274, CTLA4, CXCL10, CXCL11, CXCL9, FOXP3, GZMA, GZMB, IFNG, IL7R, PDCD1, PRF1

4. Differential Gene Expression Analysis (R vs NR)

  • Method: limma package in R
  • Comparison: Responders (R) vs Non-Responders (NR)
  • Adjustment: Benjamini-Hochberg FDR correction
  • Output: Limma_Fit.txt
  • Visualization: Volcano plots showing log2 fold change vs –log10 adjusted p-value
  • Total DE Genes Identified: 5,870

Full dataset analysis (no subsetting)

cat("### Full dataset analysis (no subsetting)\n")
## ### Full dataset analysis (no subsetting)
# Design and model
design_full <- model.matrix(~ clin_data$response)
fit_full <- eBayes(lmFit(expr_data, design_full))
top_full <- topTable(fit_full, sort.by = "P", n = Inf)
top_full$Gene <- rownames(top_full)

# Save results
write.table(top_full, file.path(output_dir,"DEG_analysis", "full_limma_fit.txt"),
            sep = "\t", quote = FALSE, row.names = FALSE)

# Display table
DT::datatable(round(top_full[sapply(top_full, is.numeric)], 3), 
              caption = "TopTable - Full")
# Volcano plot
top_clean <- top_full[, sapply(top_full, is.numeric)]
rownames(top_clean) <- top_full$Gene
  print(EnhancedVolcano(top_full,
    lab = rownames(top_full),
    x = 'logFC',
    y = 'P.Value',
    pCutoff = 0.05,
    FCcutoff = 1.5,
    xlim = c(-3, 3),
    ylim = c(0, 20),
    title = paste("Volcano Plot (P value)")
  ))

  # Volcano plot: FDR
  print(EnhancedVolcano(top_full,
    lab = rownames(top_full),
    x = 'logFC',
    y = 'adj.P.Val',
    pCutoff = 0.05,
    FCcutoff = 1.5,
    xlim = c(-3, 3),
    ylim = c(0, 20),
    legendLabels = c('Not sig.', 'Log FC', 'adj p-value', 'adj p-value & Log FC'),
    title = paste("Volcano Plot (FDR) ")
  ))

# Summary
sig_genes_full <- rownames(top_full)[top_full$adj.P.Val < 0.05 & abs(top_full$logFC) >= 1.5]
cat("DE genes (adj.P.Val < 0.05):", sum(top_full$adj.P.Val < 0.05), "\n")
## DE genes (adj.P.Val < 0.05): 5870
cat("DE genes (adj.P.Val < 0.05 & abs(logFC) ≥ 1.5):", length(sig_genes_full), "\n")
## DE genes (adj.P.Val < 0.05 & abs(logFC) ≥ 1.5): 0
cat(" No Significant gene names:\n")
##  No Significant gene names:
print(sig_genes_full)
## character(0)

Subgroup Analysis by Treatment Type

Treatment groups: "chemo", "chemo+targeted", "IO+chemo", "targeted"

Summary of Differentially Expressed Genes by Treatment

Treatment FDR < 0.05 FDR < 0.05 & High FC Significant Genes (|log₂FC| ≥ 1.5)
Chemo 0 0
Chemo + Targeted 4,152 1 AGR3
IO + Chemo 521 47 CA12, SLC7A2, LAMP3, CCDC74B, CCL13, ACOX2, AGR2, SCUBE2, GDF15, CRABP1, TNNT1, ELF5, ANXA9, AGR3, ROPN1, IDO1, FOXA1, PROM1, TFF1, TFF3, DYNLRB2, CHI3L1, DNALI1, FSIP1, DHRS2, CLSTN2, EEF1A2, CHI3L2, KRT23, GABRP, CXCL13, GSTA5, MSMB, ROPN1B, KRT5, MARCO, NAT1, CXCL9, STMND1, PPP1R14C, UBD, AR, VGLL1, KRT15, GATA3, PDZK1, MIA
Targeted 5 3 GRB7, MNX1, PNMT
# Frequency table for the treatment columns
DT::datatable(as.data.frame(table(merged_clin$treatment)), 
              colnames = c("Treatment", "Count"))
DT::datatable(as.data.frame(table(merged_clin$treatmentid)), 
              colnames = c("Treatment ID", "Count"))
treatment_list <- c("chemo", "chemo+targeted", "IO+chemo", "targeted")
sig_gene_list <- list()
top_table_list <- list()

for (treatment in treatment_list) {
  cat("\nProcessing:", treatment, "\n")
  
  # Subset data
  clin_sub <- clin_data[clin_data$treatment == treatment, ]
  matched_ids <- clin_sub$patientid[clin_sub$patientid %in% colnames(expr_data)]
  expr_sub <- expr_data[, matched_ids]

  # Design and fit
  design <- model.matrix(~ clin_sub$response)
  fit <- lmFit(expr_sub, design)
  fit <- eBayes(fit)
  top.table <- topTable(fit, sort.by = "P", n = Inf)

  # Count DE genes (adj.P.Val)
  cat("DE genes (adj.P.Val < 0.05):", sum(top.table$adj.P.Val < 0.05), "\n")

  # Prepare for plotting (remove non-numeric cols)
  top.table.clean <- top.table[, sapply(top.table, is.numeric)]
  rownames(top.table.clean) <- rownames(top.table)

  # Volcano plot: P-value
  print(EnhancedVolcano(top.table.clean,
    lab = rownames(top.table.clean),
    x = 'logFC',
    y = 'P.Value',
    pCutoff = 0.05,
    FCcutoff = 1.5,
    xlim = c(-5, 5),
    ylim = c(0, 8),
    title = paste("Volcano Plot (P value) -", treatment)
  ))

  # Volcano plot: FDR
  print(EnhancedVolcano(top.table.clean,
    lab = rownames(top.table.clean),
    x = 'logFC',
    y = 'adj.P.Val',
    pCutoff = 0.05,
    FCcutoff = 1.5,
    xlim = c(-5, 5),
    ylim = c(0, 8),
    legendLabels = c('Not sig.', 'Log FC', 'adj p-value', 'adj p-value & Log FC'),
    title = paste("Volcano Plot (FDR) -", treatment)
  ))

  # Save top table
  top.table$Gene <- rownames(top.table)
  file_name <- paste0(gsub("\\+", "_", treatment), "_limma_fit.txt")
  write.table(top.table, file = file.path(output_dir,"DEG_analysis", file_name),
              row.names = FALSE, sep = "\t", quote = FALSE)

  # Show datatable
  top.display <- top.table
  top.display[, sapply(top.display, is.numeric)] <- round(top.display[, sapply(top.display, is.numeric)], 3)
  print(DT::datatable(top.display, caption = paste("TopTable -", treatment)))

  # Significant gene names
  sig_genes <- rownames(top.table)[top.table$adj.P.Val < 0.05 & abs(top.table$logFC) >= 1.5]
  cat("DE genes (adj.P.Val < 0.05 & abs(logFC) ≥ 1.5):", length(sig_genes), "\n")
  cat("Significant gene names:\n")

  # Store in a named list
  top_table_list[[treatment]] <- top.table
  sig_gene_list[[treatment]] <- sig_genes
  print(sig_genes)

  # Optionally save gene list
  gene_file <- paste0(gsub("\\+", "_", treatment), "_significant_genes.txt")
  writeLines(sig_genes, file.path(output_dir,"DEG_analysis", gene_file))
}
## 
## Processing: chemo
## DE genes (adj.P.Val < 0.05): 0

## DE genes (adj.P.Val < 0.05 & abs(logFC) ≥ 1.5): 0 
## Significant gene names:
## character(0)
## 
## Processing: chemo+targeted
## DE genes (adj.P.Val < 0.05): 4152

## DE genes (adj.P.Val < 0.05 & abs(logFC) ≥ 1.5): 1 
## Significant gene names:
## [1] "AGR3"
## 
## Processing: IO+chemo
## DE genes (adj.P.Val < 0.05): 521

## DE genes (adj.P.Val < 0.05 & abs(logFC) ≥ 1.5): 47 
## Significant gene names:
##  [1] "CA12"     "SLC7A2"   "LAMP3"    "CCDC74B"  "CCL13"    "ACOX2"   
##  [7] "AGR2"     "SCUBE2"   "GDF15"    "CRABP1"   "TNNT1"    "ELF5"    
## [13] "ANXA9"    "AGR3"     "ROPN1"    "IDO1"     "FOXA1"    "PROM1"   
## [19] "TFF1"     "TFF3"     "DYNLRB2"  "CHI3L1"   "DNALI1"   "FSIP1"   
## [25] "DHRS2"    "CLSTN2"   "EEF1A2"   "CHI3L2"   "KRT23"    "GABRP"   
## [31] "CXCL13"   "GSTA5"    "MSMB"     "ROPN1B"   "KRT5"     "MARCO"   
## [37] "NAT1"     "CXCL9"    "STMND1"   "PPP1R14C" "UBD"      "AR"      
## [43] "VGLL1"    "KRT15"    "GATA3"    "PDZK1"    "MIA"     
## 
## Processing: targeted
## DE genes (adj.P.Val < 0.05): 5

## DE genes (adj.P.Val < 0.05 & abs(logFC) ≥ 1.5): 3 
## Significant gene names:
## [1] "GRB7" "MNX1" "PNMT"

5. Pathway Enrichment Analysis

a. MSigDB Hallmark and KEGG

  • Gene sets downloaded from MSigDB
  • Analysis: GSEA using the fgsea R package
  • Input: ranked gene list from differential expression results

b. KEGG Pathway Analysis (Legacy + Medicus)

  • Used both KEGG_LEGACY and KEGG_MEDICUS gene sets
  • Significance cutoff for visualization: FDR < 0.05
  • Output: full results in tab-delimited .txt files

Full Dataset Enrichment Results

Hallmark Gene Sets
# Load human hallmark gene sets from MSigDB
pathwaysDF <- msigdbr("Homo sapiens", category="H")

# Create a list of gene symbols for each pathway
pathwaysH <- split(as.character(pathwaysDF$gene_symbol), pathwaysDF$gs_name)

# 1. Create ranks

# Create 'ranks' vector from 'top.table' with logFC as values and gene names as names.
ranks <- top_full$logFC
names(ranks) <- top_full$Gene
ranks <- sort(ranks, decreasing = T)

# Preview the data table of ranks.
kable(ranks) %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
x
S100A8 1.3850785
CCL18 1.1434526
S100A9 1.1320002
MMP1 1.0863855
CXCL9 1.0839579
UBD 1.0458175
CXCL13 1.0326681
IDO1 1.0178867
SOX11 0.9947555
S100A7 0.9933994
CALML5 0.9652130
GBP5 0.9569267
POU2AF1 0.9293084
GZMB 0.9134147
CD38 0.8987808
TNFRSF17 0.8837390
PPP1R1B 0.8783770
RARRES1 0.8604521
IGLL1 0.8036213
MARCO 0.7989275
LAMP3 0.7974185
KRT86 0.7973198
SLAMF7 0.7956771
CXCL10 0.7851975
MZB1 0.7807303
PNMT 0.7685745
GRB7 0.7637936
CCL13 0.7589612
KRT81 0.7589158
GLYATL2 0.7440797
FDCSP 0.7228458
VGLL1 0.7146038
KLHDC7B 0.7122132
CCL5 0.7096057
CD19 0.7006908
DEFB1 0.6873511
CCL8 0.6834228
CXCL11 0.6810084
FAM26F 0.6697862
PSAT1 0.6691349
AIM2 0.6690814
LYZ 0.6657482
GBP1 0.6657354
LAG3 0.6638736
TMSB15A 0.6625949
CD2 0.6618834
ZBED2 0.6613328
CD27 0.6610416
KRT7 0.6564974
CD79A 0.6556491
IL21R 0.6540160
DCD 0.6513482
SMR3A 0.6457189
PNOC 0.6433911
PPP1R14C 0.6354700
CDH3 0.6293015
TCL1A 0.6265711
CCR7 0.6243550
IGJ 0.6242737
CD3D 0.6236595
PROM1 0.6146861
NMU 0.6136748
IL4I1 0.6079146
HSD17B2 0.6073983
LTB 0.6031957
CCL4 0.5962834
SLAMF8 0.5937734
STAC2 0.5872901
MUCL1 0.5855715
FUT3 0.5851305
NYX 0.5814667
GZMA 0.5811556
CYTIP 0.5764298
KRT23 0.5764271
TRPV6 0.5748127
GZMK 0.5747942
DKK1 0.5734656
KIAA0125 0.5712151
WARS 0.5711957
CPNE5 0.5706374
TCAP 0.5690387
GNLY 0.5681792
EGFL6 0.5674976
FABP7 0.5666536
PIM2 0.5642276
PDCD1 0.5592628
BBOX1 0.5583286
TAP1 0.5562940
HAPLN3 0.5554008
GZMH 0.5514987
LCK 0.5498950
ZNF683 0.5486613
CXCL17 0.5470079
TXNDC5 0.5435695
GBP4 0.5434831
SOD2 0.5425075
S1PR4 0.5417795
PHGDH 0.5387533
NKG7 0.5386368
PSMD3 0.5385507
LCN2 0.5375737
PTGDS 0.5369307
MIEN1 0.5343650
STARD3 0.5275384
IL2RB 0.5274443
BATF2 0.5229919
LY6D 0.5228244
PVRIG 0.5227094
GABRP 0.5202545
KLK8 0.5184354
TIGIT 0.5172658
B3GNT3 0.5164388
ICOS 0.5160900
CRABP1 0.5140264
WNT6 0.5126218
HIST1H1A 0.5101229
LAD1 0.5097289
STAT1 0.5071251
NANOS1 0.5040484
HLA-DQB2 0.5034304
IRF4 0.5012674
CHI3L2 0.4928142
CD3G 0.4918653
PCP4L1 0.4885043
CD247 0.4866781
GSTA5 0.4851778
CDKN2A 0.4851177
CXCL1 0.4824368
TDO2 0.4810336
CHI3L1 0.4803812
HLA-F 0.4796175
C1QA 0.4781693
KRT17 0.4774839
PSMB9 0.4773345
CXCR3 0.4768548
CCNE1 0.4765488
GPR171 0.4761948
MEX3A 0.4745969
ISG20 0.4743085
CCL2 0.4734924
C1QB 0.4734545
CCR5 0.4729445
CD52 0.4726944
GSDMB 0.4725802
ICAM1 0.4703538
PFKP 0.4698684
KCNG1 0.4695368
ITM2C 0.4691700
SEL1L3 0.4687432
PGAP3 0.4677950
IL32 0.4677122
CLCA2 0.4671760
CXCR6 0.4669572
CCL7 0.4668918
MYCN 0.4662222
ADAMDEC1 0.4637067
ROPN1 0.4627056
C1orf106 0.4619162
TNFSF13B 0.4610545
CCL17 0.4605624
TBX21 0.4602236
CCL19 0.4600060
P2RY6 0.4574165
EAF2 0.4571497
ST6GAL1 0.4571121
TRAF3IP3 0.4559037
PTPRCAP 0.4541002
CCL3 0.4526464
COL4A4 0.4514899
EFS 0.4505822
DAPP1 0.4503117
ETV7 0.4496546
CD6 0.4483874
HLA-DRA 0.4479487
TBC1D10C 0.4468485
CD53 0.4460939
HCST 0.4454721
LILRB3 0.4449828
PLA2G7 0.4421087
CP 0.4417872
FAM3D 0.4375691
HLA-DPA1 0.4370586
XCL1 0.4355630
HLA-DRB5 0.4354076
HLA-DRB1 0.4341736
LCP1 0.4339514
SLPI 0.4337239
HLA-E 0.4332669
GAL 0.4331002
IFNG 0.4322959
FADS2 0.4307643
XCL2 0.4303177
FKBP11 0.4297693
GIMAP5 0.4296121
CLEC4E 0.4290977
BANK1 0.4277823
NLRP7 0.4268740
B3GNT5 0.4249782
MMP9 0.4210249
CDCA7 0.4206268
TMEM45A 0.4200200
HSD11B1 0.4186542
IFI30 0.4181884
IRF1 0.4168068
LTF 0.4166539
LGALS2 0.4161137
GALNT14 0.4158044
ORM2 0.4155995
COL9A3 0.4142167
BIRC3 0.4138371
CCL3L3 0.4131763
SIT1 0.4123435
HLA-DQA2 0.4116911
TRIM29 0.4114497
CD8A 0.4107074
CD79B 0.4094244
SH2D2A 0.4073098
CORO1A 0.4070454
ANXA3 0.4062726
FASLG 0.4058934
IGF2BP3 0.4051887
KYNU 0.4042375
C1QC 0.4029574
NUDT8 0.4022472
KLK5 0.4009160
C17orf96 0.4004112
ASS1 0.3997093
CD5 0.3992069
IDH2 0.3988369
ARL9 0.3983356
GSTA2 0.3963213
MNX1 0.3950176
IGFLR1 0.3949745
ZAP70 0.3940882
GPR183 0.3933396
MMP3 0.3913860
ORMDL3 0.3905396
PDZK1IP1 0.3901984
HLA-A 0.3899421
CYBB 0.3891377
PLEK 0.3883532
CD48 0.3880726
ACE2 0.3879054
ERBB2 0.3872352
KCNN4 0.3871849
LILRB2 0.3867208
PLCG2 0.3858359
CHST11 0.3855673
RGL4 0.3845609
FCGR1B 0.3835191
SOCS1 0.3831187
HCLS1 0.3829338
ITGB7 0.3814530
JSRP1 0.3810312
SLC7A7 0.3805421
ZBP1 0.3804669
CD96 0.3799172
MAL 0.3798783
KRT16 0.3796895
ACTL8 0.3791262
HLA-DMA 0.3776115
VTCN1 0.3764346
MMP7 0.3760805
IL10RA 0.3755800
MELK 0.3749998
KIF1A 0.3749996
P2RY8 0.3735646
HLA-DPB1 0.3706516
KLRB1 0.3701256
HLA-C 0.3698873
HLA-B 0.3692516
ORM1 0.3689933
ACTG2 0.3687850
CD74 0.3681222
SLAMF1 0.3681120
FGFBP1 0.3678127
PM20D2 0.3669306
CSRP2 0.3667279
IL12RB2 0.3662288
PTPN7 0.3654962
GPRIN2 0.3651123
FAM49A 0.3648710
SPCS3 0.3647517
GABBR2 0.3646907
LAPTM5 0.3631916
CENPW 0.3603389
PDK1 0.3590239
CD70 0.3564888
ZC4H2 0.3561108
KLRG2 0.3558844
CTSC 0.3546270
FCRL5 0.3545776
VAV1 0.3542093
GSTA1 0.3540657
GPR126 0.3537022
ANXA2R 0.3529508
TNS4 0.3526886
C2orf54 0.3526884
VCAM1 0.3510003
GHRL 0.3506863
GIMAP7 0.3506819
KRT6A 0.3500335
RASSF4 0.3498467
ROPN1B 0.3495164
CD163 0.3485973
VNN2 0.3483673
FOXC1 0.3480929
KIF2C 0.3480348
C2 0.3480231
ZNF831 0.3479948
CDC45 0.3466702
CENPA 0.3463336
ABRACL 0.3459351
GSTP1 0.3458692
DPEP3 0.3451624
COTL1 0.3446105
TMSB15B 0.3444800
IL2RG 0.3436939
THEMIS2 0.3435251
TTYH1 0.3434137
PRKX 0.3433775
HLA-DQB1 0.3433603
TFRC 0.3431881
CTSV 0.3431612
NCF1 0.3428172
LAX1 0.3422780
HRK 0.3419301
AQP5 0.3417451
AMICA1 0.3415933
ANKRD22 0.3414978
ARHGAP9 0.3406020
EPHB6 0.3405115
IMPA2 0.3402292
SASH3 0.3399722
CD97 0.3398194
KLHL6 0.3396713
CCR2 0.3393446
GALNT3 0.3393409
FAM46C 0.3392439
LMO4 0.3389611
TNFRSF8 0.3386100
CHODL 0.3373857
NCF2 0.3371489
SYK 0.3366901
S100P 0.3362015
AQP9 0.3359032
LCP2 0.3358369
APOBEC3B 0.3348679
TUBB3 0.3338096
TMEM176B 0.3335792
TMEM123 0.3335476
FYB 0.3332403
S100A11 0.3328825
KMO 0.3326720
HPDL 0.3321936
TLR2 0.3320822
RASAL3 0.3311095
CHIT1 0.3310905
SMCO4 0.3309185
PLAC8 0.3308013
DDIT4 0.3303564
CLIC3 0.3300961
CASP1 0.3299625
TIMD4 0.3295940
MS4A4A 0.3290770
MRC1 0.3290152
SDC1 0.3290055
ERP27 0.3284690
LY6K 0.3279954
EN1 0.3271552
ADM 0.3265800
HLA-DOB 0.3265671
TTLL4 0.3261571
ASB2 0.3252899
HRASLS 0.3251010
IL7R 0.3250536
SLA 0.3246867
S100A7A 0.3246426
INPP5D 0.3245358
APOBEC3G 0.3242787
MTFR2 0.3241859
IL27RA 0.3240332
JAKMIP1 0.3237296
RUNX3 0.3230069
PNP 0.3229697
ELF5 0.3227892
AKR1B10 0.3225706
CDC20 0.3220648
SPOCK2 0.3218176
MEI1 0.3214948
FCGR3A 0.3207397
GPR18 0.3201833
TNFRSF21 0.3200123
LYN 0.3188189
GMFG 0.3184065
TEX40 0.3182023
HRCT1 0.3179452
CTSS 0.3179144
PSTPIP1 0.3172498
SIRPG 0.3171398
RDH10 0.3164552
KRT6B 0.3159936
GBP2 0.3154329
BATF3 0.3154180
CD83 0.3142457
TM4SF1 0.3136857
LILRB4 0.3136293
HLA-DQA1 0.3134072
PADI2 0.3131522
KCNK5 0.3125659
GLIPR2 0.3124770
MT1G 0.3120749
SOWAHD 0.3119446
SRGN 0.3107929
CBS 0.3105189
SLC15A3 0.3101478
RASD1 0.3095007
OASL 0.3092334
CEACAM1 0.3092099
CD69 0.3091879
TNFSF14 0.3087833
FPR3 0.3084919
SH2D1A 0.3081100
TTK 0.3079729
ACSL1 0.3079438
CLEC10A 0.3078284
EDN1 0.3077297
NFIL3 0.3073483
GGH 0.3069003
EZH2 0.3067115
CD274 0.3062787
TMEM40 0.3062371
CSAG1 0.3062208
FAM78A 0.3062144
MCOLN2 0.3060810
FGL2 0.3059359
TNFSF10 0.3047273
FCER1G 0.3046051
MLKL 0.3039551
MYBL2 0.3034397
GIMAP4 0.3026314
ABCC11 0.3024806
CARD17 0.3017292
EBI3 0.3014245
DENND1C 0.3009962
LRMP 0.3006406
EFNA4 0.3003508
CCDC71L 0.3001066
DLGAP5 0.2992788
SAMD9L 0.2990654
LILRA4 0.2986833
LAIR2 0.2986791
LILRA6 0.2983771
GABRE 0.2978676
SLFN11 0.2978589
APOC1 0.2976344
RNF144B 0.2971222
USP18 0.2970713
FPR1 0.2970508
RNF182 0.2969273
CEBPB 0.2969252
EOMES 0.2967931
LPXN 0.2967177
IL18RAP 0.2965295
LEMD1 0.2963437
HENMT1 0.2963403
RBP1 0.2959975
ART3 0.2957586
MED24 0.2952076
C5orf20 0.2949397
SERPING1 0.2948085
BCL2A1 0.2946124
FGG 0.2945368
VAMP5 0.2930220
PSMB3 0.2924006
EVI2B 0.2917535
NASP 0.2915327
PIM1 0.2913278
SAA1 0.2912399
CDCA5 0.2907791
BIN2 0.2907713
FERMT3 0.2907215
MDK 0.2904888
SP140 0.2900011
RTN4IP1 0.2899804
FCGR2B 0.2897926
PLAUR 0.2893274
IL1B 0.2891606
ASCL2 0.2887747
MUC15 0.2885202
TNFAIP8 0.2884781
PERP 0.2883620
APOL1 0.2873394
MNDA 0.2872490
HOXB13 0.2868932
WNT10A 0.2866097
CD14 0.2863904
AIM1 0.2860182
SLC6A14 0.2851308
ACTBL2 0.2850904
KLRC1 0.2848506
GZMM 0.2845714
MCM10 0.2843987
PRKCB 0.2839270
IL2RA 0.2838922
CD37 0.2835305
DLK1 0.2834297
PTAFR 0.2833812
CXCR4 0.2832697
IGSF9 0.2831386
CASP5 0.2830501
FCGR3B 0.2826579
C1S 0.2822521
SCPEP1 0.2820845
FAM20A 0.2818186
PVRL4 0.2811202
CASP4 0.2810390
TNFRSF4 0.2799614
BCL11A 0.2796252
GPR119 0.2795574
SLC35F3 0.2795324
TRPV2 0.2794075
SPN 0.2788463
KRT5 0.2786728
IL15 0.2776723
DEK 0.2772090
UBE2J1 0.2766578
HOMER3 0.2765935
APOBEC3A 0.2765601
GTSF1 0.2761960
RGS1 0.2761676
CYBA 0.2760486
ADAM8 0.2758442
TRIM27 0.2750996
CD68 0.2740734
NCF4 0.2740548
GLRX 0.2740033
PAPSS2 0.2739074
BLK 0.2737889
SPAG4 0.2737731
GPT2 0.2737313
NCOA7 0.2736693
MPHOSPH6 0.2735288
KRT14 0.2734219
EPSTI1 0.2730863
STRA8 0.2728606
IRF8 0.2728150
LST1 0.2727630
ZNF750 0.2725998
GMPS 0.2724366
ITGB6 0.2722316
CDT1 0.2721460
PTGER4 0.2716664
IFIH1 0.2716061
TNFAIP8L2 0.2714088
CD40 0.2713868
VPREB3 0.2711479
RAC2 0.2707725
C1orf162 0.2701723
B2M 0.2695452
EDN2 0.2686926
ARHGAP25 0.2683757
DERL3 0.2681451
ODC1 0.2676733
IL18 0.2675009
CHST2 0.2674359
CIB2 0.2673720
TRAF1 0.2671974
LAIR1 0.2671663
GPR84 0.2671494
PSMB8 0.2668847
APOL6 0.2659891
GIMAP6 0.2659628
CEP55 0.2657876
FABP6 0.2657636
P2RY14 0.2655481
CA9 0.2652431
MPZL2 0.2649507
PLAU 0.2647856
BUB1 0.2647401
TMEM176A 0.2647296
GGTLC1 0.2646639
SLC7A5 0.2646178
LBP 0.2646110
STK17B 0.2641863
TLR1 0.2639773
CLEC4A 0.2635176
TRAT1 0.2634889
PTCHD1 0.2631504
TCN2 0.2628109
XAGE2 0.2625736
MAGEA6 0.2624096
DUSP6 0.2623371
CTSL 0.2623152
PTPRK 0.2622772
NR1H3 0.2622502
IFI16 0.2621794
RCAN1 0.2619987
TYROBP 0.2615134
NFKBIE 0.2607845
TNF 0.2606733
ARL4C 0.2604614
NDC80 0.2603294
UNC13D 0.2602604
CD82 0.2598229
MCM5 0.2596061
LILRB1 0.2595301
RASGRP2 0.2590092
HCAR3 0.2587788
LGALS9C 0.2587538
BTLA 0.2586696
TIAM2 0.2586371
CHEK1 0.2585259
SPAG5 0.2583122
RNASE6 0.2579868
SFT2D2 0.2579393
MCM2 0.2579031
RASAL1 0.2576769
CXorf65 0.2572032
SOX10 0.2571759
C3 0.2571521
RPL39L 0.2570114
KLRC4 0.2569303
GPC2 0.2567826
KIFC1 0.2566630
EGR2 0.2565759
FCN1 0.2564483
NUDT5 0.2563911
CDC42EP1 0.2562377
CD8B 0.2561488
TOX2 0.2557923
OSM 0.2557474
HTRA4 0.2555452
TMSB10 0.2555098
MYO1G 0.2554445
AIF1L 0.2550246
IGSF6 0.2548291
SAMSN1 0.2542061
ALOX5 0.2539652
UGT2B7 0.2539117
HERPUD1 0.2536291
CDK1 0.2535621
ITM2A 0.2535055
NMI 0.2534456
PRODH 0.2530307
TAGLN2 0.2530215
FAM83D 0.2530066
GIMAP1 0.2529853
MTHFD2 0.2527677
LSR 0.2525971
SELPLG 0.2517282
TTC22 0.2517102
FAM131C 0.2514215
LILRB5 0.2514021
ALOX5AP 0.2513838
PLEKHO1 0.2507497
CBR3 0.2505917
SLC5A1 0.2504134
CDCA2 0.2502904
DOK2 0.2502479
MS4A1 0.2499092
TRIM22 0.2497330
GCNT1 0.2496460
SLC1A3 0.2493867
PTTG2 0.2491699
APOL2 0.2488898
ALDH2 0.2485743
C15orf39 0.2480203
EMILIN2 0.2477787
HCK 0.2477664
ITK 0.2476344
TLE1 0.2474939
ASNS 0.2471902
FAM64A 0.2469241
SLC16A3 0.2468352
MFNG 0.2468150
PRAME 0.2466880
ICAM2 0.2466760
PLBD1 0.2456957
LGALS7 0.2452980
RARRES2 0.2449705
LBR 0.2448757
PDSS1 0.2448155
MOXD1 0.2447618
CYB5R2 0.2442278
CSTB 0.2438548
CTSH 0.2436320
PPP1R1A 0.2431661
NFE2L3 0.2431595
RAB33A 0.2430728
TTYH3 0.2425826
FAT1 0.2425504
S100A2 0.2424283
C10orf54 0.2423837
SSR4 0.2423120
MS4A6A 0.2421174
CPAMD8 0.2419306
KLRC2 0.2418405
CD72 0.2417616
NUF2 0.2415275
MSL1 0.2414421
MGAT4A 0.2412952
HMGB3 0.2410098
MCM6 0.2409575
PLEKHO2 0.2408670
H2AFY2 0.2406550
MSN 0.2404700
CIITA 0.2403075
LAT 0.2400396
KRT73 0.2398083
NFIB 0.2395913
SECTM1 0.2395502
ICAM4 0.2394730
FANCE 0.2393615
AMY1C 0.2393537
SAPCD2 0.2392637
JARID2 0.2389864
IL15RA 0.2388257
ST14 0.2387687
UCK2 0.2383925
BMP6 0.2376774
IL18BP 0.2376063
BARX1 0.2370860
PRF1 0.2370552
ACSL5 0.2370468
FGR 0.2369665
APOBEC3C 0.2368647
HERC5 0.2366315
B4GALT5 0.2365704
CCDC109B 0.2360993
KCNN3 0.2359154
CTLA4 0.2355969
QPRT 0.2354017
DOK3 0.2352090
CCR1 0.2350548
PTTG1 0.2349757
WIPF1 0.2347870
DONSON 0.2345880
IL22RA2 0.2345555
LYPD5 0.2343168
AOAH 0.2341223
CDCA8 0.2339853
HMGA1 0.2333239
CX3CL1 0.2331407
TNIP3 0.2330665
UBE2L6 0.2328942
EMP3 0.2328628
GRK6 0.2322082
TAGAP 0.2321754
S100A6 0.2318177
BID 0.2318072
PNMA5 0.2317757
UGT8 0.2317172
LRRC25 0.2316968
TPX2 0.2312689
OR10H2 0.2310212
BTN3A2 0.2309002
ZBTB32 0.2307430
FUOM 0.2306604
LY75 0.2304400
EXO1 0.2302479
MAP3K5 0.2300455
COL6A6 0.2298566
LDHC 0.2298248
NPL 0.2291186
ARNTL2 0.2289444
SLC4A11 0.2289245
HJURP 0.2288151
TIGD2 0.2287715
PFN1 0.2287468
VOPP1 0.2287031
CMKLR1 0.2286870
POMC 0.2286659
ATP6V0A4 0.2286208
C21orf91 0.2284445
CHRNA5 0.2280494
SCRG1 0.2277398
CAPG 0.2276977
ABTB2 0.2273068
FXYD5 0.2272182
DHTKD1 0.2271775
MCM4 0.2269169
PTK7 0.2264044
PTPLA 0.2263033
MT1H 0.2262357
TRIM2 0.2261907
LDHB 0.2261397
BATF 0.2261269
EPHB3 0.2261085
PPP1R16B 0.2260035
CREB3L2 0.2257948
RSAD2 0.2255405
TLR8 0.2252358
HN1 0.2252063
SKA3 0.2248981
SLURP1 0.2247055
GRIN3A 0.2246387
CSTA 0.2243711
KIF20A 0.2241090
BORA 0.2240952
ANLN 0.2238933
HLA-DMB 0.2236320
FOXM1 0.2235886
TFEC 0.2232172
GMNN 0.2231497
CMTM7 0.2230881
DUSP2 0.2228985
TNFRSF9 0.2228626
CDC25B 0.2228419
MED1 0.2227271
NEK6 0.2225549
KIAA0020 0.2225540
ITGAL 0.2221800
S100B 0.2221319
CCNA2 0.2217452
ADA 0.2217439
TMPRSS13 0.2215812
IFI44L 0.2214275
ARPC1B 0.2213373
ITGB2 0.2212815
EML4 0.2212674
CLIC4 0.2212568
ITGAM 0.2210836
CXCR5 0.2208082
PXDC1 0.2203872
BLM 0.2203223
GMDS 0.2202288
GTSE1 0.2198739
ACOT9 0.2197700
UBE2C 0.2196178
CRTAM 0.2194581
BTN3A3 0.2193518
IGFL2 0.2193374
SLC38A5 0.2189527
LGMN 0.2189185
CPNE2 0.2188168
TUBB 0.2183287
RHBDF2 0.2179915
ONECUT2 0.2178550
PSMB10 0.2177993
PDE4B 0.2173907
CEACAM6 0.2171315
RTP4 0.2170819
FA2H 0.2166337
ACTR3 0.2164539
LAP3 0.2164424
SEPT1 0.2161095
TNFAIP3 0.2157542
CASC3 0.2157068
SYTL3 0.2156283
GFI1 0.2155283
STEAP3 0.2154726
CD7 0.2154517
TCF7L1 0.2151616
RGL1 0.2151383
ENO1 0.2150694
CCL21 0.2149875
RFC4 0.2148063
TOP2A 0.2143848
RAB42 0.2141133
LIMK2 0.2140889
SYT8 0.2140642
PLIN2 0.2140071
BFSP2 0.2137494
TNFAIP2 0.2134869
MND1 0.2134311
EDARADD 0.2133396
PLEKHF1 0.2132457
COMT 0.2130010
GIMAP2 0.2129182
IFNGR1 0.2127569
PTPRC 0.2127360
CST7 0.2123609
KLK10 0.2123482
RCSD1 0.2120669
TREM1 0.2118577
MYO1F 0.2117906
C16orf54 0.2117777
OAS2 0.2115711
CTSZ 0.2114478
SH2B2 0.2112710
PPFIBP2 0.2109429
TUBA4A 0.2107942
MIA 0.2106022
TEX10 0.2102475
C1R 0.2102351
GPR19 0.2102198
MFSD2A 0.2101989
NAPSA 0.2097472
MX1 0.2096299
VSIG4 0.2094077
ARHGDIB 0.2093141
FNDC3B 0.2090722
FAM171A1 0.2088208
LY96 0.2085469
APBB1IP 0.2085090
SRPK1 0.2084763
TMEM132A 0.2084207
GGTLC2 0.2083411
DHCR7 0.2082520
TOR4A 0.2082467
APOBEC3F 0.2081985
BCL11B 0.2080399
DHRS9 0.2079046
UPP1 0.2078803
AURKA 0.2072781
HLA-G 0.2068141
IFRD1 0.2067037
TYMS 0.2066982
AGAP2 0.2066147
PPP1R14B 0.2064535
PPP1R18 0.2063882
CPVL 0.2061314
BCL2L14 0.2058771
SPNS2 0.2057408
IKZF1 0.2056981
SUV39H2 0.2056192
TES 0.2052265
SLC31A2 0.2051712
FMNL2 0.2051596
MAGEA2B 0.2050957
ARHGAP30 0.2049382
TEP1 0.2048092
BTK 0.2048081
PLCH1 0.2043488
SLC35F2 0.2041427
RPL22L1 0.2041000
MPEG1 0.2040056
XDH 0.2039823
RPP40 0.2037237
CRYM 0.2034793
APOE 0.2034012
CD44 0.2033534
PSAP 0.2033494
MCM3 0.2033116
SREBF2 0.2032137
HR 0.2030406
FLI1 0.2028743
E2F3 0.2027099
SPIB 0.2025364
SLC31A1 0.2023537
ASGR1 0.2020491
NCKAP1L 0.2020400
ADAM19 0.2019299
ST8SIA1 0.2018277
OR7E24 0.2017133
CFLAR 0.2016618
PRDM1 0.2016323
CFP 0.2015924
CORO1C 0.2015619
KPNA2 0.2014670
RNASEH1 0.2012733
MGAT1 0.2009272
S100A4 0.2008037
UCHL3 0.2001364
CECR1 0.2001360
MAGED4B 0.1998607
MAP4K1 0.1998200
ACP5 0.1998045
PRDM13 0.1997637
NABP1 0.1996954
ICAM3 0.1996800
SAMD3 0.1996084
CRELD2 0.1993702
HMGN3 0.1990372
ADAMTS4 0.1988297
MB21D1 0.1987846
CHRM1 0.1986887
FCRL2 0.1985999
TNNI2 0.1985299
RBM38 0.1984388
LMAN1 0.1983776
CTSW 0.1983288
C3AR1 0.1981036
ZBED6CL 0.1980887
MT2A 0.1980797
ARAP2 0.1979757
INA 0.1979110
KIF4A 0.1978634
KLRD1 0.1973765
SLC2A5 0.1973657
PNRC1 0.1972077
SRPK3 0.1970343
DNMT3B 0.1968074
RMI2 0.1967477
FEN1 0.1967218
ADCY7 0.1966948
FAIM2 0.1966788
ABI3 0.1965013
SPTSSA 0.1964555
LGALS9 0.1964344
ANP32E 0.1963146
EMR2 0.1962055
NARF 0.1961946
H2AFX 0.1959895
RANGAP1 0.1959272
SELL 0.1958467
ASRGL1 0.1956290
CD300LF 0.1954971
SCEL 0.1954485
CKS1B 0.1954206
CCNB2 0.1953528
FCN3 0.1953433
FDPS 0.1951138
HORMAD1 0.1949762
B4GALT3 0.1949641
SGK1 0.1949193
FYN 0.1949077
ERCC6L 0.1948421
HVCN1 0.1945237
PAX7 0.1945193
MGST1 0.1944365
MAGEA12 0.1940823
TMPRSS4 0.1940280
FNBP1 0.1939066
RELB 0.1938573
JAK3 0.1937519
PCP4 0.1937024
PARP12 0.1936056
RFTN1 0.1934619
KRT15 0.1930593
FMO1 0.1929588
GCH1 0.1929170
PREP 0.1923993
APOC2 0.1921960
DUSP4 0.1918397
TFAP2B 0.1918383
OR8B8 0.1914336
CARD9 0.1913863
ZFP36 0.1913173
FCGR2A 0.1911356
FBN3 0.1908350
TRIM69 0.1903795
IFI44 0.1902471
CNN2 0.1901540
SRSF12 0.1900238
IFIT3 0.1896875
MCCC1 0.1896262
HAVCR2 0.1895596
SLC15A1 0.1894503
SCGB1A1 0.1893938
LIME1 0.1893349
CTSB 0.1891370
NAGK 0.1890303
CDKN3 0.1890199
TPM4 0.1889158
RTN4R 0.1888484
FAM92B 0.1887716
OAS1 0.1887285
VPS37B 0.1886977
GPR56 0.1882571
GNGT2 0.1882316
WNT2 0.1882174
AIF1 0.1882041
OGFRL1 0.1881228
BHLHA15 0.1878360
CCK 0.1878070
IFNAR2 0.1875092
CDCA3 0.1872931
FAS 0.1872840
FAM101A 0.1872370
CCL20 0.1869349
NLRC5 0.1864654
MX2 0.1863309
KCNK12 0.1862952
BTN2A2 0.1861382
ABCC3 0.1860969
AKR1A1 0.1860019
CST6 0.1858060
USB1 0.1857876
DUSP10 0.1857596
GPRC5B 0.1856108
PGD 0.1854395
CLPTM1L 0.1851281
SPNS3 0.1850428
KIF11 0.1850028
CASP10 0.1849993
DYSF 0.1849423
SERPINB9 0.1847968
SUSD2 0.1846726
MSANTD3 0.1845203
ARPC5L 0.1844105
ZFP57 0.1843003
HECA 0.1842893
TSPAN33 0.1842744
GLDC 0.1841703
NDRG1 0.1840900
RRAGD 0.1839404
FBLN2 0.1839132
PTPN22 0.1837751
BLNK 0.1832722
EVX1 0.1831301
IL7 0.1830226
USP6NL 0.1829631
SLC43A3 0.1829520
CYTH1 0.1829036
PEG10 0.1828049
COL27A1 0.1827764
IL17RE 0.1826129
QPCT 0.1825831
CDC123 0.1825819
MAPK1 0.1825342
NFAM1 0.1821385
GMIP 0.1815636
SLC6A16 0.1814043
PAK1IP1 0.1812002
CATSPERB 0.1808525
RCN1 0.1807740
RNASE1 0.1804552
HK3 0.1803873
GIMAP8 0.1803294
TSPAN6 0.1802984
DSC2 0.1799861
SLCO2B1 0.1797492
CHAF1B 0.1795567
TEX30 0.1795366
BAK1 0.1794468
STMN1 0.1793339
ENPP3 0.1793032
CXCL16 0.1792657
SFRP1 0.1789670
SAT1 0.1789540
PGM1 0.1788025
TCF3 0.1787206
CAMK1D 0.1786890
SEPHS1 0.1786715
BTG3 0.1786012
SEC11C 0.1784123
CCL11 0.1783557
FBXO6 0.1782366
SHCBP1 0.1781059
FKBP5 0.1781007
ALYREF 0.1780630
HLA-DOA 0.1776361
ARHGAP15 0.1776053
PIF1 0.1775725
SRD5A1 0.1775143
E2F1 0.1773362
MTHFD1L 0.1772897
PRSS16 0.1772877
CSF1R 0.1772796
RHBDL1 0.1771655
IL17RA 0.1767311
BIRC5 0.1767228
ARFGAP3 0.1766486
CHST6 0.1765986
RIPK2 0.1765174
GGT1 0.1764146
ENPP2 0.1763618
MARCKS 0.1761781
ABLIM1 0.1760381
TGM2 0.1759673
XAF1 0.1759631
ARHGAP4 0.1758815
VEGFA 0.1757247
VLDLR 0.1756995
TMIGD2 0.1756864
ADORA2B 0.1756057
SLC41A2 0.1755209
OSTF1 0.1755166
DBI 0.1755091
TOMM40L 0.1754819
NETO2 0.1754392
TMEM51 0.1753627
CD163L1 0.1753057
LRRK1 0.1752734
ATP11C 0.1752418
RGMA 0.1751434
PHEX 0.1751429
FBXO32 0.1750267
CXorf21 0.1750021
PRDX4 0.1748982
CRISP2 0.1747032
RPUSD3 0.1746766
RRAS2 0.1744646
RAD54L 0.1742665
RRM2 0.1742015
SLC18B1 0.1741710
PITX1 0.1741686
UBE2E3 0.1741592
CCNC 0.1740084
CLEC4D 0.1738434
PDCD5 0.1738143
ELFN1 0.1737370
GNB4 0.1735448
PSMG1 0.1735050
MSLN 0.1731368
FTL 0.1731178
TMEM79 0.1728899
SLC36A4 0.1728298
MT1B 0.1727810
IGF2R 0.1727103
PRKD3 0.1727098
HDAC2 0.1725771
MYO18A 0.1724941
SLC5A6 0.1724784
TDP1 0.1724485
NXPH4 0.1721701
CELF4 0.1721580
SOX8 0.1719188
RIPK4 0.1719034
TIMM8A 0.1718096
TSPO 0.1717171
IL6 0.1716556
CTPS1 0.1713999
NUP155 0.1713212
PRKCQ 0.1711498
C2CD4A 0.1711169
IDI1 0.1711134
CES1 0.1710714
LY6E 0.1709013
ZFP36L2 0.1708896
RGS10 0.1705429
GPR65 0.1705147
PPA1 0.1704610
PIK3CG 0.1704395
CCND2 0.1703930
CD47 0.1703601
SCGB3A1 0.1702515
EVI2A 0.1702075
ARRB2 0.1699513
LMNB1 0.1694776
GGCT 0.1692737
ALOX15B 0.1689973
SLC45A4 0.1689476
STK38 0.1688315
CYP27A1 0.1688255
UBE2T 0.1687750
E2F2 0.1687106
ASPM 0.1684570
AMD1 0.1681852
SDR42E1 0.1681466
MVD 0.1679897
CR2 0.1676326
LPIN1 0.1676232
SNX3 0.1675943
CKAP4 0.1675647
TTC7A 0.1675129
MARCH1 0.1674318
MMS22L 0.1674221
PFDN2 0.1673014
SMPDL3B 0.1672932
ORC6 0.1671745
LHX2 0.1670992
ATL3 0.1670201
EHD1 0.1669308
RELT 0.1669234
SLC2A6 0.1669209
B3GAT1 0.1668070
STX11 0.1665118
CEBPA 0.1665020
GPR132 0.1663726
MYD88 0.1663641
CYB561A3 0.1662875
ITGA6 0.1661446
CCNE2 0.1659319
TUBB6 0.1657798
IL6R 0.1657634
C1orf112 0.1657126
TPST2 0.1656994
TNFSF13 0.1656541
DDOST 0.1656083
DDC 0.1656043
TGM1 0.1655064
NCAPD2 0.1652577
CYTH4 0.1650591
NUP93 0.1647177
CHN1 0.1647115
JAK2 0.1645559
PDXK 0.1645510
ACAT2 0.1645099
NUS1 0.1645068
CKAP2L 0.1645041
RGS18 0.1644203
BYSL 0.1640587
PDIA5 0.1640273
AKR1B1 0.1640145
CARD6 0.1639615
CLECL1 0.1637762
KRT24 0.1637498
RRP36 0.1635874
MAGED1 0.1635064
FAM111B 0.1632796
TINAGL1 0.1632417
NAMPT 0.1631711
FBLN5 0.1631120
KRT4 0.1631066
GSDMC 0.1630670
DESI1 0.1630651
RAB9A 0.1630502
PDLIM1 0.1626958
GPSM2 0.1626496
ZC3H12A 0.1625030
ST6GALNAC5 0.1624849
DDX26B 0.1624798
UBASH3A 0.1623562
STAT5A 0.1622519
LHFPL2 0.1622229
ARL5B 0.1620678
CFH 0.1618123
PHF19 0.1618072
ILF2 0.1617532
KDELR3 0.1617431
CHML 0.1617063
ABCF1 0.1615867
ZNF607 0.1614977
PLSCR1 0.1614650
CSF2RA 0.1614487
FBXO5 0.1614166
SMOC1 0.1614027
SLC5A11 0.1613930
RGS20 0.1613601
DUSP22 0.1612929
SMARCD2 0.1611141
IL34 0.1610186
ARHGAP27 0.1610077
APOOL 0.1605000
RFC2 0.1603790
GFRA3 0.1602118
CFHR3 0.1600254
CSK 0.1600034
FANCA 0.1599488
ERO1L 0.1599316
MCUR1 0.1599299
PELI1 0.1598440
CD28 0.1597226
AADAT 0.1596430
DNAJB11 0.1594925
PARP8 0.1593340
SYNM 0.1593110
RASGEF1A 0.1592670
GLYATL1 0.1592657
TARS 0.1592126
SYNCRIP 0.1590320
DPT 0.1589707
SNX10 0.1588538
NRBF2 0.1588048
PTCRA 0.1585501
KARS 0.1585329
OLIG1 0.1585007
BST2 0.1583544
TRMU 0.1583296
CHAC2 0.1579444
C11orf86 0.1578436
AKAP7 0.1578159
CD4 0.1577723
HMMR 0.1577537
PRRX2 0.1575873
TXNDC11 0.1574591
PDZD2 0.1574002
MCM7 0.1571852
IFNL2 0.1570438
ADAM15 0.1569729
LRRN1 0.1568918
F11R 0.1567740
CDK12 0.1567259
RIOK1 0.1566591
ADTRP 0.1565380
RRBP1 0.1563747
TBX10 0.1562683
CYP27B1 0.1561018
CFL1 0.1560783
NCEH1 0.1560048
TMSB4X 0.1559258
TICRR 0.1559186
TNFRSF25 0.1558003
PDPN 0.1557246
TMEM38A 0.1556842
TMEM65 0.1556401
HIVEP2 0.1555960
CPM 0.1555750
BACE2 0.1553887
STAC 0.1552248
MORC4 0.1552050
TMEM158 0.1550705
APOL3 0.1550522
SEPT6 0.1549965
SLC25A19 0.1549288
C19orf38 0.1548101
PSME2 0.1546613
GM2A 0.1546526
CYP7B1 0.1546140
SLC16A1 0.1545857
SYNGR4 0.1545383
IL23A 0.1544358
PI3 0.1544046
SAMD4A 0.1543474
RPF2 0.1543119
SLC35B1 0.1543030
MT1X 0.1542513
PSMB2 0.1541160
MTFP1 0.1540245
SDF2L1 0.1539457
TMEM171 0.1538439
SUPT5H 0.1537390
CENPE 0.1536533
SDHA 0.1536415
PAG1 0.1536126
TOR3A 0.1535327
INSL3 0.1533868
CMC2 0.1533603
DOCK8 0.1533459
TGFBI 0.1532567
UAP1 0.1531852
NRTN 0.1531800
VGF 0.1530612
FAM89B 0.1530514
MFGE8 0.1528015
KLRC3 0.1527709
LAT2 0.1527066
ANKS6 0.1525383
CENPF 0.1524801
PKIA 0.1524042
RANBP1 0.1523531
PAX6 0.1522641
RILP 0.1522420
VARS 0.1521468
SLC6A2 0.1520874
CLDN4 0.1519921
SBK1 0.1518735
KRT9 0.1517724
MCL1 0.1516907
TMEM130 0.1516555
TBC1D7 0.1515711
PABPC3 0.1515469
BIN1 0.1515057
MALL 0.1513532
INCENP 0.1513427
C2CD4B 0.1512559
DNAJB9 0.1511997
RHOG 0.1507428
LIMS1 0.1501774
C10orf10 0.1499651
RASSF5 0.1499454
RNF19A 0.1499081
TEAD4 0.1498352
BHLHE23 0.1497660
IFFO2 0.1495894
PHLDA2 0.1495826
SPC25 0.1495483
DRAM1 0.1494188
YBX1 0.1493930
C6orf15 0.1493454
SIGLEC10 0.1492456
TRIM16L 0.1492434
GTPBP8 0.1491972
IL3RA 0.1491680
PIP5K1B 0.1491406
USP41 0.1490737
ADI1 0.1489403
SKP2 0.1488934
CCDC50 0.1486854
UCP2 0.1486702
GTF3C6 0.1486285
RNGTT 0.1485672
LCE1D 0.1485287
GALM 0.1484633
ATF4 0.1484329
EIF4G1 0.1484319
PGM3 0.1481817
ANXA1 0.1480730
TRABD2A 0.1479888
PML 0.1479456
NCK1 0.1479382
VIT 0.1479212
ME1 0.1477413
SOAT1 0.1475603
CEACAM19 0.1474630
VMO1 0.1474310
DEPDC1B 0.1474298
PPP2R2B 0.1472627
PSME4 0.1472347
FAM72D 0.1472082
NRN1 0.1470118
SERPINB8 0.1469432
PSPH 0.1467459
MAN2B1 0.1466981
SLC25A5 0.1466905
FOLH1 0.1466044
TNFRSF13C 0.1465461
TLR6 0.1465069
VPS72 0.1461482
SCML4 0.1460514
SLC28A3 0.1459871
TRPM2 0.1458385
BMP7 0.1458169
CA13 0.1456960
A2ML1 0.1456607
FOLR1 0.1456027
RPN1 0.1455978
ACN9 0.1455744
SCD 0.1454992
TMEM138 0.1453388
SAP30 0.1452276
DNAJC9 0.1451238
ACAP1 0.1450404
ETFA 0.1448763
SUMO3 0.1448590
PTPN6 0.1447241
SEC61B 0.1444260
H2AFZ 0.1443692
ZYX 0.1442208
CIRH1A 0.1441483
VNN1 0.1441469
TPD52L1 0.1441413
HHIPL2 0.1440224
RYR1 0.1439506
RPS6KA4 0.1439465
PDIA6 0.1438346
HEPH 0.1437018
TFDP2 0.1436784
ECT2 0.1436373
NEUROD2 0.1434707
EIF4A1 0.1434377
HIST1H2BK 0.1434078
SNRPB 0.1432137
KREMEN2 0.1430828
RPS6KA3 0.1430462
NNMT 0.1430138
CYB5R4 0.1429752
PALM2-AKAP2 0.1429414
ITGAX 0.1427835
NTMT1 0.1427714
SMC6 0.1427466
SHMT2 0.1427301
KLK7 0.1427100
BEND3 0.1427037
CKS2 0.1426605
ITPR3 0.1426189
CLIC2 0.1425870
CD300A 0.1425130
RGCC 0.1425122
ID2 0.1424950
CUL1 0.1424395
TUBA1C 0.1424248
LRRK2 0.1421191
KCNA3 0.1420725
CTAG1A 0.1420181
S1PR2 0.1420010
TTC39B 0.1419436
MYO10 0.1419129
CAP1 0.1418096
SLC39A7 0.1418017
PLD1 0.1417948
TLCD1 0.1417507
MAD2L1 0.1416935
UGP2 0.1416404
MILR1 0.1415048
DSCC1 0.1413287
EGLN3 0.1413113
GPR114 0.1411128
ANP32B 0.1410881
FBL 0.1409444
VDR 0.1409207
NCR3 0.1407178
KLF5 0.1406233
PDP1 0.1405963
NT5DC2 0.1405637
COLGALT1 0.1405521
BPIFB2 0.1405242
FAM65B 0.1405222
FOXL1 0.1404583
AKIRIN2 0.1402457
ACTB 0.1402352
CDC42SE1 0.1401367
IRF5 0.1400244
PPM1G 0.1400165
PBX4 0.1400151
MRAS 0.1399854
LZTS3 0.1399794
FBXL20 0.1398574
NPC2 0.1397961
VASN 0.1397138
KLK6 0.1396259
VCP 0.1395804
PLAGL2 0.1395362
TPK1 0.1394240
IFI6 0.1393989
ACOXL 0.1393136
COL6A5 0.1392092
EIF3K 0.1390821
ACTR3B 0.1390167
PITPNB 0.1389816
NTN1 0.1389511
RGS16 0.1389104
WDR4 0.1387904
TRIB1 0.1387588
NACC2 0.1385116
RHEBL1 0.1385019
MAPK4 0.1384698
SUN2 0.1384238
PSMD11 0.1383906
IL16 0.1383446
KLRK1 0.1382477
GARS 0.1382187
S100A12 0.1382011
PPIB 0.1381978
NUP50 0.1379608
IL10 0.1379607
DGAT2 0.1379554
LITAF 0.1377323
CNN3 0.1376321
RAB43 0.1375370
CDC25A 0.1374929
BST1 0.1374126
C17orf62 0.1374013
SLC25A33 0.1373963
TAPBPL 0.1373796
C17orf49 0.1373117
PLK1 0.1372969
EMB 0.1372375
IL1R2 0.1372305
CWC25 0.1371901
TIMM50 0.1371608
S100A16 0.1371244
AGO2 0.1370938
FUT4 0.1369697
HAPLN1 0.1369236
HMGCS1 0.1368517
CENPN 0.1368164
NOD2 0.1367254
COMMD2 0.1364406
PFKL 0.1363745
HPCAL1 0.1363224
UFD1L 0.1361571
TOMM22 0.1361097
TRIM47 0.1360777
FAM107A 0.1360500
SAA2 0.1359823
C6orf203 0.1358592
TUBB2A 0.1357418
LRRC59 0.1355967
KCNMB1 0.1355668
BAG2 0.1354264
ZC3H12C 0.1353783
CD84 0.1353067
SNAI3 0.1352979
AMER1 0.1352751
TNFRSF1B 0.1352236
KRT83 0.1351916
RAD51AP1 0.1351209
ASPH 0.1350907
STAT4 0.1350818
LRRC8D 0.1349658
UTS2R 0.1348536
SERPINF1 0.1348057
LRRC8C 0.1347555
PTMS 0.1347426
RSU1 0.1346815
SLC1A5 0.1345979
KIF15 0.1345790
SEC14L1 0.1345692
IDH1 0.1343431
STEAP1 0.1343095
STARD4 0.1342491
MOB1A 0.1342360
PCSK9 0.1341072
EDEM1 0.1340201
PLCB4 0.1339874
TWF2 0.1339698
LILRA3 0.1339221
CD58 0.1338138
JOSD1 0.1337992
PHOSPHO1 0.1337717
FMO2 0.1337187
E2F8 0.1336791
KANK4 0.1336413
FMNL1 0.1336407
RAB27A 0.1335818
FUT7 0.1335310
UBAC2 0.1334794
CYR61 0.1334329
DTX2 0.1332811
PACSIN2 0.1332681
URI1 0.1332676
NFKBIB 0.1332162
MT1A 0.1330456
RNF122 0.1328798
TIPRL 0.1327627
UBE2D1 0.1327615
KRT6C 0.1327305
SQRDL 0.1326733
GLT1D1 0.1325226
FCRLA 0.1324937
PDIA4 0.1324644
TP53I3 0.1324071
HIF1A 0.1323721
WAS 0.1322880
TRADD 0.1322828
RAB20 0.1322526
GDI2 0.1322426
NUTF2 0.1321920
POR 0.1320994
YWHAQ 0.1320904
OSBPL3 0.1320599
C7orf49 0.1318984
LPAR3 0.1318864
RNASET2 0.1318108
LCE1A 0.1318090
NUP153 0.1317847
YPEL1 0.1315524
HIST2H3A 0.1315006
IFNGR2 0.1314433
NCAPG 0.1313189
AARS 0.1312798
ATP6V0A2 0.1312685
TMEM139 0.1312658
ZW10 0.1310872
CCRL2 0.1310343
S100A10 0.1310085
PHACTR2 0.1309593
GALR3 0.1308753
DRG1 0.1308598
BCL2L12 0.1308345
TANK 0.1308180
SAA4 0.1306943
EHF 0.1306663
SLC10A3 0.1305498
VASP 0.1303666
CDC42SE2 0.1302343
TNFRSF6B 0.1302061
RND3 0.1302000
PRKCH 0.1300572
CDC7 0.1300556
NUP205 0.1300398
SFT2D1 0.1299685
CXADR 0.1299367
IFIT2 0.1297945
ZWINT 0.1297348
C12orf45 0.1296375
CD99 0.1295955
SLFN13 0.1293988
OR11A1 0.1293266
ITPRIP 0.1293232
PSMD2 0.1293164
HAUS8 0.1291917
CHEK2 0.1291736
ALAS1 0.1291130
TRIP13 0.1291000
PRLHR 0.1290782
CAMP 0.1290748
PABPC1 0.1289115
TFDP1 0.1288682
PLEKHG1 0.1288122
GYPC 0.1286958
STAG3 0.1285330
CBX2 0.1285052
DCPS 0.1284864
SLC35C1 0.1284309
CHAC1 0.1283806
PTPN2 0.1281379
STOX2 0.1279923
GPR12 0.1279728
HSP90B1 0.1279107
ST3GAL5 0.1278768
CCNJL 0.1278242
FAM107B 0.1277770
FLNA 0.1277561
CYSLTR1 0.1276795
PRELID1 0.1276776
KRTAP4-12 0.1276726
CLUH 0.1276110
EHBP1L1 0.1275854
MEMO1 0.1273966
PLCB2 0.1273419
RPN2 0.1270960
ZMYND15 0.1270555
MYL12A 0.1270104
C19orf66 0.1269284
IL4R 0.1268829
ATP11A 0.1268341
ARHGAP22 0.1268002
SEC13 0.1267199
LMO1 0.1266869
CNIH4 0.1265494
TPP2 0.1264976
UBALD2 0.1264353
MRPL11 0.1262160
PLEKHG6 0.1261304
KRT20 0.1260547
NIP7 0.1258859
XRCC6 0.1258293
SLC43A2 0.1257824
IL27 0.1257819
C16orf80 0.1257022
UQCRFS1 0.1256200
MBNL3 0.1255906
LGALS3 0.1255543
HMBS 0.1255421
SLC7A1 0.1255415
KCNJ2 0.1254296
TNFSF4 0.1254235
GHSR 0.1253931
MAD2L2 0.1253910
SOD3 0.1253863
SLC8A1 0.1253526
MRPS12 0.1253522
GPM6B 0.1253364
CREB3L1 0.1251903
KCNK1 0.1250848
RHCG 0.1250232
GAS1 0.1249459
PDHA1 0.1247989
GPNMB 0.1247211
RRP1B 0.1246890
SNRPA1 0.1243892
SGPP2 0.1243623
RTCB 0.1243272
AURKB 0.1243037
FAM19A3 0.1242658
DSP 0.1242630
TCF7 0.1242364
C2orf72 0.1241418
RFWD3 0.1241317
DBN1 0.1241249
PCDHB11 0.1241000
CRLF1 0.1240904
FAF1 0.1240872
ING1 0.1240001
TMC8 0.1239693
TMEM86A 0.1238974
TMEM140 0.1238508
SCIMP 0.1238290
CASP3 0.1238153
XPNPEP1 0.1237172
SSR2 0.1235261
LIMCH1 0.1235101
SLC9A9 0.1234411
MEX3D 0.1234343
SPSB4 0.1234106
VRK1 0.1232617
LYSMD4 0.1232564
GPSM3 0.1232294
POU2F2 0.1232054
RASD2 0.1231741
ETS1 0.1230748
PGRMC1 0.1230607
ERVV-1 0.1230402
NDUFA9 0.1230372
SSR1 0.1230316
SLC39A1 0.1229748
PDE9A 0.1228799
PHB 0.1228615
RCOR2 0.1228285
ALDH1A3 0.1227989
FOXQ1 0.1226769
ADRB2 0.1226756
MDFI 0.1225871
CD1A 0.1225713
PLA2G2A 0.1223879
LYSMD2 0.1223746
ADSL 0.1221617
STAMBPL1 0.1221611
FGB 0.1221328
ANXA8 0.1220619
SPRR2E 0.1219643
DSCR8 0.1219211
SMC4 0.1219080
ACTR2 0.1219066
SOX9 0.1218826
SGOL1 0.1218106
ASCC3 0.1216100
UTP6 0.1214011
TBPL1 0.1213685
LAPTM4B 0.1213197
AP1B1 0.1213046
FTHL17 0.1212659
CECR5 0.1212649
KLHL34 0.1211901
OOEP 0.1211583
DNASE2 0.1211166
CTSD 0.1211151
MAF 0.1210319
MICALL1 0.1210220
EIF5A 0.1208567
APOBEC3H 0.1208219
BHLHE22 0.1207846
PRAM1 0.1207526
TMEM71 0.1207370
HIST1H4C 0.1206568
CD40LG 0.1206507
CEBPG 0.1206356
TOMM5 0.1205227
ACTL6A 0.1204854
REXO1 0.1204348
MRPL47 0.1204262
KCNE1L 0.1203776
ID4 0.1202994
NANS 0.1200694
C3orf55 0.1199515
PDCD10 0.1198120
RASGEF1B 0.1197644
IL10RB 0.1196047
GIPR 0.1195557
CCDC167 0.1194598
MAFB 0.1194348
MPST 0.1193523
ETV4 0.1192884
ACSL4 0.1192656
CRLF3 0.1192442
A2M 0.1192180
TP53BP2 0.1191514
RPL19 0.1190024
GSTA4 0.1189620
KIF23 0.1187891
YBX3 0.1186895
TMEM165 0.1185728
STX17 0.1185230
CHIC2 0.1184164
C1orf158 0.1183981
SP110 0.1183952
PLTP 0.1183807
MFAP5 0.1182988
FOLR2 0.1181768
STAT2 0.1181529
MSL3 0.1181278
PSMA4 0.1179762
PTK2B 0.1179468
PLXDC2 0.1179388
C9orf40 0.1178980
TAF11 0.1178665
NAB1 0.1178174
AGFG1 0.1177926
OR1S2 0.1177392
TRIM59 0.1176135
OXGR1 0.1176064
CLIC1 0.1175977
GADD45A 0.1175936
CCNYL1 0.1175851
ZNF438 0.1175829
TBX19 0.1175279
PARP2 0.1174788
PLS3 0.1173552
LINGO4 0.1172905
EPYC 0.1172141
LRRC16B 0.1170901
SOSTDC1 0.1170482
RNASE2 0.1170277
BAZ1A 0.1170227
ASPHD2 0.1170048
BEX5 0.1169438
MAP2K3 0.1168761
MOGS 0.1168445
BRIX1 0.1167340
MICAL1 0.1165505
ATP1A3 0.1165413
BSPRY 0.1164817
GRHL1 0.1163803
PRC1 0.1163387
LSM6 0.1163297
NT5C2 0.1161581
DPAGT1 0.1161086
IQGAP3 0.1159871
VMA21 0.1159279
SEC61A1 0.1158620
GPX7 0.1158030
TNIK 0.1156946
PCED1B 0.1156938
RASSF2 0.1155660
TMEM170A 0.1155451
COLCA1 0.1155451
RBM28 0.1155447
HMCES 0.1154452
SLAIN1 0.1154325
NKX1-2 0.1153832
CDK2AP1 0.1153279
MRPS17 0.1153249
MAP3K8 0.1153236
ZNF215 0.1153215
CCL23 0.1152719
PLCL2 0.1152411
CAPN6 0.1150687
GFPT2 0.1150047
RPS7 0.1149394
EPHB4 0.1149280
WASF3 0.1148828
HYOU1 0.1147514
MRPL9 0.1146277
PLOD1 0.1146225
MID1 0.1145381
LRP8 0.1144986
ATAD2 0.1144662
LRIG3 0.1144095
POLR2D 0.1144040
ASF1A 0.1143839
NCS1 0.1143817
UQCRH 0.1143753
CARD11 0.1143461
EPB41L2 0.1142940
STOML2 0.1142018
KATNA1 0.1141944
EN2 0.1140211
RAP2A 0.1139503
LY86 0.1139459
DNAJC5B 0.1139371
CLEC12A 0.1139234
MICAL3 0.1139074
LCE1C 0.1138478
TUBA1A 0.1138016
DEF6 0.1137216
PILRA 0.1136822
PARP14 0.1136398
TCP11L1 0.1136225
C8orf46 0.1135969
C7orf13 0.1135231
RNASEH2A 0.1134813
MMP17 0.1134608
METTL8 0.1133864
SLC22A23 0.1132875
RBMS1 0.1132683
TMCC2 0.1132415
CARD16 0.1132171
MPP6 0.1131011
PLA2G4A 0.1129806
HEXA 0.1129085
NIPSNAP1 0.1129026
NHP2L1 0.1126924
RGS19 0.1126902
MAGEA4 0.1126526
CLDN1 0.1125589
BUD13 0.1123471
GTF3C5 0.1123391
NUB1 0.1122617
IFI27 0.1122526
GFOD2 0.1122442
STIP1 0.1122292
TLR4 0.1121985
CENPM 0.1121144
SNX20 0.1120734
CD1B 0.1120355
COL4A2 0.1120238
SRM 0.1120229
C1orf198 0.1120172
HIST1H4B 0.1119749
RAD1 0.1119065
UBE2E2 0.1118460
CRHR2 0.1117160
SLC37A1 0.1116628
MMP19 0.1116532
PITRM1 0.1116524
ALPK2 0.1116487
MAFF 0.1116461
DDX39A 0.1116342
U2AF1 0.1116318
MPP1 0.1115138
CCDC102A 0.1114791
GSTO1 0.1114558
LSP1 0.1113228
EEF1E1 0.1112961
TDRD1 0.1112465
PCNA 0.1111937
CD244 0.1111700
STX7 0.1111233
STAP1 0.1109743
APOL4 0.1109586
LBH 0.1109218
LHB 0.1109066
PBDC1 0.1109061
MYBPC2 0.1108550
MET 0.1108203
ECEL1 0.1108181
LMNB2 0.1107798
PCSK1N 0.1107574
OGFR 0.1107555
MT1HL1 0.1106294
DOCK2 0.1106007
NHSL1 0.1105835
BUB1B 0.1105329
TMEM45B 0.1104639
DIAPH3 0.1103700
DUS1L 0.1103279
LSM2 0.1103099
SPRED1 0.1102514
HIST1H2BG 0.1101408
VKORC1L1 0.1101109
ATP5C1 0.1099734
RFFL 0.1099261
IFFO1 0.1099095
CEP76 0.1098959
LMNA 0.1097986
THOC3 0.1097977
MYOG 0.1097781
FAM83B 0.1096053
NPC1 0.1095226
OBP2B 0.1095050
AGA 0.1094410
SMPDL3A 0.1094400
SLC8B1 0.1093254
ARPC2 0.1093164
STAC3 0.1092531
RNF217 0.1092437
SH2D1B 0.1092431
HEBP2 0.1091730
MAP7D1 0.1090691
DGCR14 0.1089891
C19orf12 0.1089851
TMEM14B 0.1089392
SOCS3 0.1089322
CXCL2 0.1088840
FAM122A 0.1088441
KLF11 0.1088431
CHCHD10 0.1087840
CTHRC1 0.1087616
SMYD2 0.1087592
FKBP15 0.1086498
LDLR 0.1084746
KIAA0513 0.1084667
SERPINB5 0.1084425
HIST1H2BB 0.1084243
CCNJ 0.1082883
SBF1 0.1082851
FAM20C 0.1081807
CNKSR3 0.1080414
MRPL2 0.1079941
NCAPG2 0.1079817
MYCBP2 0.1079749
MRPL39 0.1079679
AKR1E2 0.1079449
KIFC3 0.1079283
DEDD 0.1077622
ZDHHC20 0.1077447
SF3A2 0.1077283
PRPF18 0.1076879
ACTN1 0.1076828
TBC1D2B 0.1076350
MUC4 0.1075985
CD164 0.1075430
MINA 0.1075055
JUNB 0.1074204
NRBP1 0.1073689
RNF130 0.1073106
TNRC6B 0.1072114
YWHAH 0.1071510
KIF2A 0.1070218
SRRD 0.1069759
HNRNPAB 0.1068905
NONO 0.1067515
SERBP1 0.1065854
TUBD1 0.1065676
SERPINA1 0.1065582
MRPS6 0.1064228
OSCAR 0.1064158
DENND4B 0.1063423
TRAF4 0.1063236
C12orf49 0.1062262
ZBTB24 0.1062023
FCHO1 0.1061936
TEX11 0.1061923
SNX5 0.1061704
OR10J5 0.1061642
EXOSC8 0.1061491
USP1 0.1061302
CALR 0.1061226
METTL13 0.1060838
NOTCH1 0.1060654
ARG2 0.1059896
CPSF3 0.1059374
SMG5 0.1059345
MRPL44 0.1058230
LTV1 0.1058189
MTHFD1 0.1058157
SPSB1 0.1058140
STK10 0.1057848
WWTR1 0.1057828
IKZF3 0.1057484
TRIM43 0.1056628
SIGLEC9 0.1056538
DMRTA1 0.1056210
PRR11 0.1055057
GPBAR1 0.1054904
CDCP1 0.1053088
DEF8 0.1052518
DNMT3A 0.1052398
CENPO 0.1052123
P2RX5 0.1051768
FABP5 0.1051489
RLBP1 0.1050670
PPP1R10 0.1050521
RAB32 0.1050410
RPS12 0.1050131
MTO1 0.1049987
KIF21B 0.1049848
GEMIN4 0.1049125
CD226 0.1048563
F8A1 0.1048162
CEP128 0.1047849
CLIP4 0.1047295
HINFP 0.1047281
NXT2 0.1046956
SNRPD3 0.1046456
TFF2 0.1046086
FZD9 0.1045141
LASP1 0.1044999
ITGA4 0.1044776
PSORS1C2 0.1044215
RAP1A 0.1043822
NELFB 0.1043136
SSRP1 0.1042314
ARPC5 0.1042265
TBC1D4 0.1041953
FRAT2 0.1041951
LMAN2 0.1041789
RNF145 0.1041762
OGFOD1 0.1041639
ACTN4 0.1041631
DCUN1D5 0.1041118
TAP2 0.1041038
SQLE 0.1040452
PYGB 0.1040201
RDX 0.1039514
LAGE3 0.1039327
IGSF23 0.1038481
TSR1 0.1038380
SNN 0.1038094
SATB1 0.1037947
TRIM14 0.1037233
FANCC 0.1036932
WDR34 0.1036912
RPRML 0.1036687
PRIM2 0.1035937
APP 0.1034339
KIAA0930 0.1034325
GTPBP1 0.1033667
SPRR3 0.1033646
HIVEP1 0.1033621
MYH9 0.1033418
WDHD1 0.1032726
MRPL15 0.1031057
PI4K2B 0.1030805
CLCN4 0.1030628
NECAP2 0.1030305
GAB3 0.1029982
ALDH1B1 0.1029978
KCTD14 0.1029603
SMO 0.1029591
TRIM26 0.1029536
TACC3 0.1028893
STT3A 0.1027825
PANX1 0.1027749
HILPDA 0.1027620
ANKRD37 0.1027349
ADPGK 0.1027182
COQ3 0.1027098
LOXL4 0.1026199
HAP1 0.1026089
PTGIR 0.1025962
GRHL3 0.1025596
MRPS18A 0.1025545
ZMIZ2 0.1025279
SNX22 0.1025023
ASCC2 0.1024819
PSMC2 0.1024075
CHD1L 0.1024001
FLVCR2 0.1023918
SMARCB1 0.1023844
RASGRP1 0.1023187
PARL 0.1022374
FANCG 0.1022107
ACOT13 0.1022065
POLA2 0.1022050
SPHK1 0.1020570
NDC1 0.1020390
SPINT2 0.1020231
CEP57L1 0.1020124
DERL2 0.1020029
NDUFAF7 0.1018776
ATP6V1B2 0.1018130
ZFAND5 0.1018055
VRK2 0.1017913
TPMT 0.1017111
TMEM74B 0.1016840
SPI1 0.1016325
ANXA5 0.1016069
PCTP 0.1015917
MRAP2 0.1011732
PSMA3 0.1011349
INPP4A 0.1011010
RSPO3 0.1010957
LY9 0.1010805
TBC1D22A 0.1010477
ASGR2 0.1010287
SSX3 0.1009126
RPS19BP1 0.1008876
MAN1A1 0.1008464
KCNB2 0.1007665
RPS19 0.1007462
HIST1H4E 0.1007246
TCF20 0.1007170
SNRPA 0.1006982
HDGF 0.1006754
STRN4 0.1006661
TRIM21 0.1006306
TUBB4A 0.1005761
GALNT12 0.1005113
PREB 0.1004924
PPARGC1B 0.1004369
C21orf58 0.1004245
OPN3 0.1003729
CAPZB 0.1001664
PSMC4 0.1001608
ITGB4 0.1001314
JAGN1 0.1001164
UBE2L3 0.1000905
SF3B5 0.1000804
CLP1 0.0999465
TM9SF2 0.0999407
RNF149 0.0998750
POLQ 0.0998433
KNTC1 0.0998297
MKI67 0.0997652
CSGALNACT1 0.0997507
FBXO18 0.0997063
CLDN10 0.0996781
SPTBN2 0.0996101
CCNB1 0.0995963
CLTA 0.0995393
LAMC2 0.0994882
MRPS5 0.0994859
CBFB 0.0994740
DOCK11 0.0994459
ERVV-2 0.0993986
SF3A3 0.0993550
EPRS 0.0993518
PSMB4 0.0993277
DNM2 0.0992390
BAX 0.0991425
CD200 0.0990904
TROAP 0.0990402
PARVG 0.0990140
ITGA9 0.0989621
GAN 0.0989453
REPS1 0.0988794
CALU 0.0988382
ATP6V1C2 0.0988379
GRN 0.0988142
TK1 0.0988097
CDKAL1 0.0987390
TBC1D1 0.0987331
ZNF462 0.0987303
C6orf106 0.0986863
DEGS1 0.0985855
AXL 0.0985841
CDC42BPG 0.0985655
DPH2 0.0984809
MAGEA9 0.0984137
PVRL1 0.0983858
GAPDH 0.0982298
TSPAN32 0.0982125
AHSA1 0.0981952
CSTF2 0.0981755
TRAM2 0.0981402
RASGRP3 0.0981036
RTKN2 0.0980775
C15orf48 0.0980307
ECHDC1 0.0980169
IQCB1 0.0979919
ARHGEF2 0.0979816
CLDN14 0.0979504
PUS3 0.0978833
IFI35 0.0975995
MPZL1 0.0975947
TBC1D2 0.0975928
TEAD3 0.0975021
DNMT1 0.0974967
STK17A 0.0972297
MPZL3 0.0972162
GBA 0.0971834
EEF1G 0.0971566
TLE4 0.0971143
SLC30A3 0.0970874
GJD3 0.0970146
TNFRSF10A 0.0969807
KCNJ10 0.0969595
HSPA8 0.0968994
PLD3 0.0967789
STXBP6 0.0967058
SLC34A2 0.0966830
CALB2 0.0966374
SSH2 0.0965254
MEF2B 0.0964636
NDRG2 0.0964521
ALG3 0.0964149
CELF2 0.0963163
FLAD1 0.0962929
TXNDC12 0.0962815
GPN1 0.0962525
PAX1 0.0962092
TATDN2 0.0961767
AMPD3 0.0961555
GJB3 0.0961517
POC1A 0.0961392
TNFRSF12A 0.0961095
POP1 0.0960888
NFKBIA 0.0960807
HMGB1 0.0960674
SLC45A3 0.0959911
ORC3 0.0959888
ADRM1 0.0959310
GTF2E2 0.0958189
GRK5 0.0957460
B3GNT7 0.0956713
PABPC4L 0.0956301
GPR180 0.0956110
PTMA 0.0954938
C11orf24 0.0954196
MAP3K7 0.0954186
C15orf52 0.0954115
PSMA7 0.0953259
MASTL 0.0953175
CHST12 0.0952512
GSN 0.0952070
ZNF843 0.0951830
STK24 0.0951774
PIK3CD 0.0951726
RAB35 0.0951048
TDRKH 0.0951012
ATP1A1 0.0949679
ACTR3C 0.0949430
ASIC4 0.0949402
NFASC 0.0949089
PSMD14 0.0948978
EFHD2 0.0947775
ADAM17 0.0946871
YES1 0.0946040
EMR1 0.0946003
CWH43 0.0945467
FBLIM1 0.0944550
C16orf87 0.0943414
RPA2 0.0943283
PODXL2 0.0942442
YARS 0.0941831
GPR150 0.0941616
CCT6A 0.0941406
FUCA2 0.0941336
SMOX 0.0941169
FAM118B 0.0941089
NUP88 0.0940985
NFKB1 0.0940324
RENBP 0.0940309
CSNK1D 0.0940285
OPTN 0.0940187
SEMA4A 0.0939496
CTRB2 0.0938395
RHBDL2 0.0937932
CCHCR1 0.0937611
GCNT2 0.0937238
FOXN2 0.0936739
PSMB5 0.0936456
DEPDC1 0.0936195
SEH1L 0.0935809
MIS18A 0.0935577
GNG5 0.0935298
SMTN 0.0935085
SYNGR1 0.0934935
CDH1 0.0934399
NLRC4 0.0934372
SIGLEC1 0.0934100
ZNF101 0.0933820
PUS1 0.0933794
CD80 0.0932888
LIMD2 0.0932442
TFIP11 0.0931949
TECPR1 0.0931940
CD33 0.0931353
ACOT7 0.0930994
PMF1 0.0930480
CHD7 0.0929071
AK4 0.0928746
KLHL7 0.0928624
LPAR2 0.0928512
MED8 0.0928171
C1orf54 0.0927349
ELF4 0.0926726
SH3KBP1 0.0926352
PRSS27 0.0926065
AVEN 0.0925826
ST3GAL6 0.0925813
UXS1 0.0925209
SEC61G 0.0924339
THUMPD3 0.0923003
SIRPA 0.0922071
MACC1 0.0921682
C19orf52 0.0921243
TBXAS1 0.0921088
NDEL1 0.0920941
ATL2 0.0920666
FAM207A 0.0920219
RHOH 0.0919944
NDUFA6 0.0919555
S100A1 0.0918668
IL12RB1 0.0918628
WDFY4 0.0918615
DPYSL5 0.0917704
GPI 0.0917543
DPEP2 0.0917140
CLPS 0.0916508
UNC93B1 0.0916144
FLT3LG 0.0915731
MTPAP 0.0915467
DECR1 0.0915320
HPSE 0.0915091
ELF3 0.0914741
PPP1CA 0.0914282
TCF19 0.0914177
CKLF 0.0914158
PKM 0.0913863
CAMK2D 0.0913609
FAM21C 0.0913452
GRIN2D 0.0913104
AGMAT 0.0912905
MAPK13 0.0912820
PSMD7 0.0912683
NUP210 0.0912610
SNRPG 0.0912455
LRP3 0.0912013
DSE 0.0911593
SIPA1 0.0911353
CPNE7 0.0910628
FAM89A 0.0910552
PDCD2L 0.0910191
POU3F1 0.0908599
LGR6 0.0908135
RCC2 0.0907436
SIGMAR1 0.0906808
MARCKSL1 0.0906358
UBE2A 0.0905762
EED 0.0904631
MANF 0.0904614
SAMM50 0.0904505
SLC35B3 0.0904188
TLR9 0.0901970
PNLDC1 0.0901552
TOMM40 0.0901149
HMX1 0.0900721
OR7C2 0.0899812
WSB2 0.0899481
FNDC9 0.0899347
FBXO27 0.0898891
MOB3A 0.0898105
AUNIP 0.0897367
PGAM1 0.0896111
MRPS15 0.0896093
NCAPH 0.0895166
WDR46 0.0894948
NOP2 0.0894422
S100A3 0.0894296
C1GALT1 0.0894079
AATF 0.0893699
SGSM3 0.0893027
GP1BA 0.0892813
GMPPB 0.0892764
ACAA2 0.0891899
KLF7 0.0891401
ARID3B 0.0891165
HIST1H3E 0.0890679
ELOVL1 0.0890491
MARS 0.0890440
ALDH18A1 0.0890363
RAN 0.0890195
CD1E 0.0890035
FAM127A 0.0889962
WISP3 0.0889916
WFDC10B 0.0889418
FAM98A 0.0888995
PRKAA1 0.0888922
TNFRSF14 0.0888827
RHOV 0.0888289
HSPA6 0.0888254
PPAP2C 0.0887891
HOXB4 0.0886894
GUCY1A3 0.0886776
ME2 0.0886185
ELAC1 0.0886147
MGAT3 0.0885852
PRDX1 0.0885306
MRPL37 0.0885174
ARHGAP10 0.0885086
FRMPD3 0.0884027
AAED1 0.0883775
ATG5 0.0883460
HAMP 0.0883028
TKT 0.0882865
GORASP2 0.0882747
RRP1 0.0882642
IRF7 0.0882386
DAB1 0.0882173
P4HB 0.0881873
WDTC1 0.0881338
COPB2 0.0881024
TMEM206 0.0880434
CCM2 0.0879873
ATP2C1 0.0878494
CDK6 0.0878068
TAX1BP3 0.0877077
DESI2 0.0876863
SLC33A1 0.0876766
CDC34 0.0876573
GALK2 0.0876230
SH3BP1 0.0875723
TLDC1 0.0875476
SIX2 0.0874627
FAM60A 0.0874499
CADPS2 0.0873661
DUSP26 0.0872900
NCK2 0.0872252
NLRP3 0.0872144
MORC2 0.0872084
LIPG 0.0871853
HMHB1 0.0871643
NEUROG3 0.0870801
STAP2 0.0870470
CCDC88B 0.0870451
EZR 0.0869930
SND1 0.0869711
FBXO45 0.0869224
DDX28 0.0869117
RPP38 0.0869087
DTNBP1 0.0868582
PAK4 0.0868041
ATAD3A 0.0867812
ASB9 0.0867513
DMWD 0.0867065
PTGDR 0.0866743
ZNF280C 0.0865615
PPAN 0.0865468
UCHL1 0.0864869
FAM96B 0.0864811
TMEM109 0.0864697
NRAS 0.0863233
CAPN2 0.0863117
LPCAT1 0.0862943
LYNX1 0.0862294
LTB4R2 0.0861790
GFOD1 0.0860839
FH 0.0860381
HIST1H2BM 0.0860288
SMC1B 0.0859471
HIST1H3B 0.0859183
CEACAM3 0.0858950
TAPBP 0.0858793
SDHD 0.0858670
TBCC 0.0858560
SLC25A28 0.0858087
ATF3 0.0857758
ZNF503 0.0857746
GOT1 0.0856604
KPNA3 0.0855957
WNT11 0.0855725
SCYL1 0.0855686
MC5R 0.0855433
UGT2B10 0.0855345
UCHL5 0.0855066
ZNF71 0.0853421
FAM129B 0.0853276
FPR2 0.0853143
NTNG2 0.0852236
ZNF232 0.0851814
VSNL1 0.0851643
CCDC137 0.0851032
SYCE1L 0.0850934
METRNL 0.0850188
STK40 0.0849760
SNAI1 0.0849680
S100A14 0.0849593
TXN 0.0849577
PRKD2 0.0848399
FKBP2 0.0848360
UPK3B 0.0847882
NOD1 0.0847570
MYO9B 0.0846957
FAM58A 0.0846934
PHF23 0.0846838
PARP9 0.0846828
GLB1 0.0845809
PCDHB2 0.0844033
EDEM2 0.0841208
HS3ST1 0.0841037
LGALS8 0.0840963
FBXL19 0.0840446
TC2N 0.0839868
NT5C3A 0.0838945
PITX3 0.0838859
PSMB6 0.0838837
POLR3D 0.0838065
FAM222B 0.0837743
GLO1 0.0837504
PAGE5 0.0837192
CEACAM7 0.0836916
STARD7 0.0836719
TIAM1 0.0836623
KCNE3 0.0836349
SNRNP70 0.0836311
KIF18A 0.0835329
ARPC4 0.0835300
SURF4 0.0834704
CLEC2B 0.0834701
TYMP 0.0834619
CYP1B1 0.0834457
IVL 0.0834344
KIF18B 0.0834341
SLC35B2 0.0833706
OAT 0.0833575
KDELR2 0.0833453
TRAPPC3 0.0833002
CCT4 0.0832324
COPS3 0.0831937
ASIP 0.0831699
FGFR4 0.0831696
EPHB2 0.0830936
ARSA 0.0830716
DIO2 0.0830490
CD3E 0.0830229
ACTG1 0.0829055
BAIAP2L2 0.0828766
SPACA3 0.0828744
PPP2R5D 0.0827920
DPH3 0.0827618
CLEC4G 0.0825939
VIMP 0.0825886
NPM3 0.0825231
CORT 0.0825228
OAZ3 0.0825157
NAE1 0.0824957
INTS8 0.0824836
ERAL1 0.0823626
EIF4E2 0.0823479
CCL24 0.0823178
RANBP9 0.0822539
ZDHHC5 0.0822478
KLHDC3 0.0821836
TRIP10 0.0821681
SGOL2 0.0821671
TRRAP 0.0821361
RAB8B 0.0821283
DERL1 0.0821138
DMBT1 0.0821045
P2RX7 0.0820996
RIBC2 0.0820587
PLEKHS1 0.0820569
UBAP2 0.0820113
MATK 0.0819917
IL20RB 0.0818724
JRKL 0.0818299
KLF8 0.0817833
CD180 0.0817758
KIAA1432 0.0817521
FAM214B 0.0817372
CWC15 0.0816929
CAD 0.0816853
PDE6G 0.0816759
CAPS 0.0816404
RALY 0.0816352
CPNE8 0.0813633
PTRH2 0.0813200
POLE3 0.0812609
SLC25A13 0.0812589
ALDH1L2 0.0812424
CCR6 0.0812009
NXN 0.0811905
RAD18 0.0811882
SAAL1 0.0811761
SDHC 0.0811629
COG5 0.0811163
SP140L 0.0811158
SCO1 0.0811115
MAPRE2 0.0811109
CUTC 0.0810906
IRAK1 0.0810669
SFN 0.0809616
TACO1 0.0809486
FOXB1 0.0809439
ERP29 0.0808965
DUX4 0.0808907
SLC17A7 0.0807744
CLDND1 0.0807619
SAMHD1 0.0807483
LHX1 0.0807149
KIRREL3 0.0806728
SF3B3 0.0806722
CCND3 0.0806102
PYHIN1 0.0805843
PTX3 0.0805067
CCNB1IP1 0.0804807
STK4 0.0803412
SFMBT2 0.0803097
LYAR 0.0802996
DAPK2 0.0802593
RABGAP1L 0.0802311
SLC37A4 0.0802150
SVOPL 0.0802021
PDGFRA 0.0801998
CALM3 0.0801212
SRPRB 0.0801209
DUS2 0.0801023
HELLS 0.0800973
CD209 0.0800843
PAPSS1 0.0800743
ZNF695 0.0800742
OR4X2 0.0800597
UBAP1 0.0800305
SDCCAG3 0.0800297
DDT 0.0800073
KCNH3 0.0799823
MMGT1 0.0799511
STAT3 0.0799492
DCAF7 0.0799445
COCH 0.0798982
EPHA1 0.0798849
PPP2R5C 0.0797758
DHRS13 0.0796840
CDCA7L 0.0796829
SELE 0.0796631
AFG3L2 0.0796609
IGF2BP2 0.0796338
EPHX3 0.0796166
TMEM167A 0.0795479
EMC8 0.0794935
RPP25 0.0794549
SHC4 0.0794328
NXT1 0.0793236
PPP1R14A 0.0792789
DDX58 0.0792281
COX5A 0.0791862
HCCS 0.0791284
PFN2 0.0790860
PMPCA 0.0790810
CCNY 0.0790783
CTDNEP1 0.0790782
KIAA1199 0.0789827
INTS7 0.0789212
NDUFAF4 0.0788729
CPA4 0.0788133
NT5E 0.0787410
KIN 0.0787248
PTDSS1 0.0787177
PPIF 0.0786883
PIWIL4 0.0786171
ARSB 0.0786139
DNLZ 0.0786002
TPI1 0.0785915
CIAPIN1 0.0785632
SLC9A6 0.0785402
ITGB8 0.0785384
DARS 0.0784753
EBP 0.0784655
MPC1 0.0784383
HIRA 0.0784344
MED15 0.0784274
HCRTR1 0.0783740
OLR1 0.0783508
UTS2 0.0783135
PTTG1IP 0.0782105
TRAF2 0.0782077
ANXA4 0.0781922
CABP5 0.0781685
WDR53 0.0780979
BCAT1 0.0780937
ARID5A 0.0780474
NCAPD3 0.0780381
LYL1 0.0780092
SNX8 0.0779772
CLSPN 0.0779755
CENPBD1 0.0779565
LXN 0.0779492
C12orf4 0.0779374
SMAGP 0.0778909
ZCCHC11 0.0778805
LTA 0.0778152
C1orf116 0.0777982
TPSG1 0.0777076
TMEM11 0.0776617
AGPAT3 0.0776264
RSRC1 0.0775388
DUS3L 0.0775152
VPS9D1 0.0774452
MFSD12 0.0774346
C5orf46 0.0774265
ADK 0.0773649
KLHL36 0.0773250
HMGB2 0.0773213
PRPS1L1 0.0773018
MON1B 0.0772876
DHX38 0.0772772
TMEM61 0.0771915
SCNM1 0.0771517
DNA2 0.0770976
KALRN 0.0770542
PSMG2 0.0770283
SLC13A3 0.0770166
URB2 0.0769929
SUSD1 0.0769927
PRB3 0.0769661
PPARD 0.0768977
WDR91 0.0768845
RNASEH2B 0.0768461
ZNF711 0.0768162
ARMC6 0.0767556
SLC39A12 0.0767021
PRPF3 0.0766045
CNTNAP3B 0.0765368
AP1M1 0.0765121
SHD 0.0764339
DHX36 0.0764146
LACTB 0.0763036
GATA6 0.0761890
FZD7 0.0761410
CCDC77 0.0761292
PLIN3 0.0760794
FBXW7 0.0760748
RHPN2 0.0760523
AIM1L 0.0760459
KIAA0100 0.0760244
PEPD 0.0760024
DRAM2 0.0759881
RCL1 0.0759415
PDSS2 0.0758995
FLII 0.0758587
PSMA5 0.0758255
RARRES3 0.0758191
AMN 0.0757875
CNDP2 0.0757556
TMEM105 0.0757397
ANXA2 0.0757276
RAI14 0.0756965
IKBKG 0.0756898
C1GALT1C1 0.0756801
ITLN1 0.0756732
GSTA3 0.0756632
RPS10 0.0756520
ECH1 0.0756328
C1orf85 0.0756030
RPL7L1 0.0755890
CNDP1 0.0755336
LRRC61 0.0755199
CDK3 0.0754558
POU2F3 0.0754489
DLGAP3 0.0753701
ACY3 0.0753292
PIR 0.0753109
NAA50 0.0753093
CCDC9 0.0752447
PIEZO1 0.0752088
NUP85 0.0751440
TKTL1 0.0751409
TESPA1 0.0751146
SLFN5 0.0750668
GINS1 0.0750667
COL23A1 0.0749879
RHOU 0.0749248
POP4 0.0748816
DNPH1 0.0747948
SKA2 0.0747158
MRPL36 0.0747142
ARRDC1 0.0746893
ADAM28 0.0746890
MRPS22 0.0746629
TIMM23 0.0746313
HSH2D 0.0746279
DR1 0.0746132
ZDHHC9 0.0746006
SIGLEC7 0.0745786
PRPF8 0.0745470
ENDOD1 0.0745357
SPRR1A 0.0745328
ALG6 0.0745327
PYCARD 0.0744654
FBXO17 0.0744449
FOXK2 0.0744049
PLK3 0.0743979
PDCL3 0.0743178
TMEM55B 0.0742694
DOK5 0.0742654
MFAP2 0.0742564
SLC15A4 0.0742477
MIEF1 0.0742461
LIN9 0.0742177
PTGS2 0.0742098
MIS18BP1 0.0741541
NCALD 0.0741017
PKMYT1 0.0740977
TTC13 0.0740971
NOL11 0.0740923
GPRIN1 0.0740884
UBAC1 0.0739723
SENP3 0.0739695
GRB10 0.0739655
FNDC1 0.0739093
KIF19 0.0738220
ELMO1 0.0738190
CHTF8 0.0737782
SULF1 0.0737396
CEACAM4 0.0737349
PROSER1 0.0736572
BTN3A1 0.0736357
TRA2B 0.0736077
SOST 0.0736036
PSTPIP2 0.0735735
PGAM5 0.0735431
GML 0.0735158
MAGOH 0.0734908
GGT5 0.0734726
PLEKHA2 0.0734668
NFKB2 0.0734310
PYDC1 0.0733498
ARID5B 0.0732574
PLP2 0.0732481
ALPPL2 0.0732401
WDR5 0.0732060
MEF2C 0.0731664
UBQLN4 0.0731485
ADPRHL2 0.0730963
TMEM177 0.0730718
ALPP 0.0729977
PLEKHA8 0.0729589
MFSD1 0.0729482
NOL7 0.0729468
GYG1 0.0728720
PPIL1 0.0728498
UHRF2 0.0728489
CDSN 0.0728162
PAPD7 0.0727732
BANF1 0.0727411
HIST1H2BJ 0.0727052
ZDHHC18 0.0726573
TMEM100 0.0726337
CREG1 0.0724841
LRRC8B 0.0723911
SSSCA1 0.0723813
SLC11A1 0.0723109
EIF3L 0.0722896
NKX2-5 0.0722792
LACC1 0.0722604
SHB 0.0722445
SKAP2 0.0722294
TBC1D22B 0.0721771
GART 0.0721748
FBXO7 0.0721281
PRKAG2 0.0721160
CCDC6 0.0721134
RAF1 0.0721082
TAGLN 0.0720394
ESRRA 0.0720247
JMJD6 0.0720209
KIAA0247 0.0719710
ADAMTS7 0.0719313
MRPL4 0.0719101
TMEM214 0.0718554
KRT13 0.0717210
AICDA 0.0717011
SIK1 0.0716814
YBX2 0.0716762
SLA2 0.0716461
FAM136A 0.0715789
DZIP1 0.0715515
TSSC1 0.0715302
GTPBP2 0.0714116
SH3GL3 0.0714092
HIATL1 0.0714078
B4GALT4 0.0713534
NDUFS2 0.0713343
SH3BGRL3 0.0713284
PITPNM1 0.0712481
LHPP 0.0712471
CLIC5 0.0712177
POLDIP2 0.0711998
ASF1B 0.0711961
SYVN1 0.0711807
CA8 0.0711247
BRI3 0.0711127
ANKRD33 0.0710759
TAAR5 0.0710674
IER2 0.0710434
LDHA 0.0709499
TOX 0.0709146
SDF2 0.0709126
ZMYND19 0.0708825
KREMEN1 0.0708689
LILRA2 0.0707630
ESRP2 0.0707276
IRX4 0.0706753
NFATC3 0.0706714
YEATS2 0.0706643
PLA2G15 0.0706339
ORC1 0.0705692
ANXA8L1 0.0705688
HIST1H1B 0.0705285
PGK1 0.0705196
DCN 0.0704654
ATF5 0.0704621
VIM 0.0704297
METTL7A 0.0704250
PSMD12 0.0704177
MTA2 0.0704038
CHCHD3 0.0703944
IRAK2 0.0703932
PPRC1 0.0703568
NOB1 0.0703335
LACE1 0.0703301
RRP7A 0.0702991
ARHGAP23 0.0702800
TPM1 0.0702621
GPR161 0.0701616
OSTC 0.0701301
CKMT1A 0.0700623
SEC24A 0.0700588
TREML2 0.0700030
SMU1 0.0699956
CDC42EP5 0.0699733
EPCAM 0.0698906
SMAP2 0.0698814
KANK1 0.0698545
ALOXE3 0.0698253
MOSPD1 0.0697753
MRS2 0.0697600
GAR1 0.0697545
PCMT1 0.0697360
SRSF2 0.0697331
PES1 0.0697324
PLAG1 0.0697169
PRRC2C 0.0697083
SNX6 0.0696978
SLC44A3 0.0696925
GABARAP 0.0696814
SPPL2A 0.0696563
RNF219 0.0696495
P2RX3 0.0696270
RPE 0.0696221
ABI1 0.0696204
CMTM3 0.0696031
PARM1 0.0695856
TMEM147 0.0695744
ZDHHC6 0.0695195
CBL 0.0695144
ANKS1A 0.0694627
HIST1H3I 0.0693904
ITPRIPL1 0.0692640
SLC26A9 0.0692074
AMPD1 0.0691992
CCT7 0.0691763
FRMD1 0.0691375
NR2C2 0.0691362
UPF3B 0.0690625
ABCC10 0.0690471
THEM5 0.0689252
NCSTN 0.0688290
FOXO3 0.0688028
LRRC34 0.0687664
IL1RN 0.0686629
CLDN7 0.0686529
POLR2F 0.0686169
FHOD1 0.0685154
CCDC107 0.0684884
MYH3 0.0684812
OXA1L 0.0684345
GLG1 0.0684147
CAB39 0.0683805
PITPNA 0.0683408
PSMD8 0.0683295
FGD2 0.0682925
PTPRO 0.0682754
ERLIN1 0.0682552
B3GALNT2 0.0682266
YKT6 0.0681917
PMFBP1 0.0681672
C19orf47 0.0681501
MRPS9 0.0681125
ACTR1A 0.0681067
MSH2 0.0680969
RASGRF1 0.0680623
TFAP2C 0.0680135
ENOX2 0.0680062
VCL 0.0679214
NKX2-3 0.0678894
TOMM6 0.0678771
YWHAZ 0.0678287
HPS5 0.0678254
INSIG2 0.0678076
HS3ST3B1 0.0677899
FAM101B 0.0677774
KIF14 0.0677452
CALML3 0.0676952
KLHL24 0.0676871
SLC38A10 0.0676781
SERPINE2 0.0676240
FAR2 0.0675891
RBM7 0.0675214
PPP2R3C 0.0674576
BMP2K 0.0674363
PCYT2 0.0674020
FXYD6 0.0673971
RNF26 0.0673397
MYO7A 0.0672264
FXYD2 0.0672238
UGT2B28 0.0672176
ABCA12 0.0672070
FBXO46 0.0671893
ORAI1 0.0671599
C20orf24 0.0671512
DAP 0.0671422
MYBPC3 0.0671129
POLR1C 0.0670974
KPNA4 0.0670905
DYNLL2 0.0670534
KCTD12 0.0670449
RNF168 0.0670059
MIIP 0.0669739
ADAR 0.0669735
C15orf27 0.0669630
HRH1 0.0669566
THAP11 0.0669497
ABHD5 0.0669476
WISP2 0.0669377
NMB 0.0668969
ARF5 0.0668405
PWP2 0.0667865
ABCE1 0.0667665
CCT3 0.0667622
KRTAP4-11 0.0667519
MIER2 0.0667501
NSDHL 0.0667414
FANCD2 0.0667318
KLF13 0.0667191
CACNA1E 0.0667188
ARHGEF5 0.0667026
HSPA14 0.0666692
IL1R1 0.0666402
FOXO1 0.0666153
COPG1 0.0665983
MYOZ1 0.0665781
LIN28B 0.0665530
UFC1 0.0665491
MYRF 0.0664562
FTSJ1 0.0664438
SF3B2 0.0663297
GANAB 0.0663225
SLC16A10 0.0662870
MSMO1 0.0662582
ANGPT1 0.0662540
ETV6 0.0662064
APCDD1 0.0661792
PQLC1 0.0661784
DENND3 0.0661458
LYRM4 0.0661201
ZNF22 0.0661087
SET 0.0660057
RPS16 0.0659783
PHF11 0.0659290
DDX21 0.0659161
FAM32A 0.0659114
HIST1H2BE 0.0659061
RIF1 0.0659006
GPR110 0.0658469
DGKZ 0.0658409
RPL18A 0.0657827
LIPA 0.0657179
KCNQ3 0.0656964
SERTAD2 0.0656480
PABPN1 0.0656113
DYNC1H1 0.0655949
ZUFSP 0.0655774
TPRXL 0.0655533
HIST1H4L 0.0655111
RCC1 0.0654885
PBK 0.0654885
TUBA1B 0.0654778
MLLT6 0.0654590
CHAF1A 0.0654586
DPYSL2 0.0654405
YME1L1 0.0654361
RBM42 0.0654161
LRRC42 0.0653777
DEPDC7 0.0653643
NPPC 0.0653486
PAK1 0.0652914
PRAP1 0.0652801
NPTX2 0.0652653
NUDT19 0.0652627
GNB1L 0.0652165
POLR2H 0.0652146
CXorf38 0.0651495
C8orf76 0.0651364
C5orf56 0.0651295
ACTL7A 0.0650568
DSCR3 0.0649059
CDH22 0.0648849
UTF1 0.0648570
UBXN2A 0.0648533
ADAMTS3 0.0648505
FES 0.0647813
OR5V1 0.0647775
KRBA1 0.0647575
CLPB 0.0647574
NCAPH2 0.0647464
ARF1 0.0647303
NAAA 0.0647301
PKP1 0.0647252
SP100 0.0647230
FTH1 0.0646869
BRK1 0.0646630
HSD17B11 0.0646288
TTC9C 0.0645922
TAF5 0.0645767
G0S2 0.0645731
CDC6 0.0645599
UBE2G1 0.0645314
OR1D2 0.0645103
POLE2 0.0644701
WNT5B 0.0644618
GNE 0.0644253
CHST4 0.0644003
NRD1 0.0643802
LCE3E 0.0643500
SLC2A3 0.0643285
WIPF2 0.0643234
CLDN23 0.0643154
MDC1 0.0643110
COMMD1 0.0642879
HOXB9 0.0642718
PSMD13 0.0642656
CMPK1 0.0642627
PIP4K2A 0.0642378
MRPS31 0.0641694
ATG7 0.0640409
ASCL5 0.0639427
APCS 0.0639217
DOCK10 0.0639102
POU4F1 0.0638207
RFX5 0.0637918
ABCC2 0.0637861
NXF3 0.0637737
TIMP2 0.0637037
CREB5 0.0636963
TCP1 0.0636829
SLC37A2 0.0636587
CDC25C 0.0636377
NPBWR1 0.0636220
MEX3B 0.0635786
RFC3 0.0635713
ISG15 0.0635022
RNF114 0.0634672
OBP2A 0.0634576
YAP1 0.0634501
G3BP2 0.0633575
RCAN3 0.0633023
SMIM13 0.0632777
SHKBP1 0.0632624
KRT85 0.0632521
PAQR8 0.0632408
CORO7 0.0632250
NR4A3 0.0632227
TMCC3 0.0632060
GSG2 0.0631960
CASP6 0.0631794
NMT2 0.0630666
ATP1B3 0.0630623
P2RY10 0.0630555
STIL 0.0630238
MAP1S 0.0629835
HIST1H2BC 0.0629775
PITPNM3 0.0629752
ARHGAP26 0.0629039
SKA1 0.0628731
SRPR 0.0628374
PPP2R3A 0.0627453
C6orf62 0.0627269
OTOF 0.0626746
TMEM243 0.0626578
SYNRG 0.0626272
BMF 0.0625832
FAM212B 0.0625202
EIF3D 0.0625073
NAA10 0.0624918
CDK4 0.0624662
TNIP1 0.0624546
RPS6KA1 0.0624299
DHX16 0.0624288
CPNE4 0.0624169
CMSS1 0.0624080
GPN2 0.0623746
DNAJC2 0.0623692
UCP3 0.0623402
CTU2 0.0623252
IL13 0.0623010
DUSP14 0.0622673
PSMB1 0.0622528
MAGT1 0.0621829
CTNNBIP1 0.0621807
ERLEC1 0.0621519
CHORDC1 0.0621340
PRMT1 0.0621318
MFI2 0.0621096
CPPED1 0.0620820
ITPKB 0.0620635
NUP214 0.0619599
PRSS12 0.0619471
ICOSLG 0.0619353
REXO4 0.0619344
TMEM39B 0.0619293
HNRNPUL1 0.0618763
WEE1 0.0618376
ARHGAP44 0.0617088
LIG1 0.0616734
SLC25A11 0.0616425
APMAP 0.0616052
MFSD9 0.0615267
E2F4 0.0614567
MRPL12 0.0613235
OSGEP 0.0612656
PSMB7 0.0612407
IGFBP3 0.0612036
SPINK5 0.0611362
ZNF267 0.0611328
RAB10 0.0611269
LCE5A 0.0611104
C17orf51 0.0610872
MYBBP1A 0.0610781
ACKR4 0.0610548
TMEM258 0.0610088
ARHGEF3 0.0609713
CCDC134 0.0609680
CSNK2B 0.0608544
TOM1 0.0607582
TMEM43 0.0607556
TNS3 0.0607419
PIP4K2B 0.0606498
TAS2R31 0.0606323
CFDP1 0.0605924
SYNE2 0.0605894
RPL23 0.0605218
APH1A 0.0605203
RAVER1 0.0604600
PDCD1LG2 0.0604495
FARS2 0.0604362
XPO5 0.0604108
AUP1 0.0603902
EIF5B 0.0603693
DUSP12 0.0603255
ASCC1 0.0603052
SEC14L4 0.0600982
PLEKHG2 0.0600617
CCDC124 0.0600488
WTAP 0.0600426
CCDC82 0.0600253
RQCD1 0.0599990
SPDL1 0.0599852
SLC16A2 0.0598867
RNF220 0.0598731
YDJC 0.0598604
SNF8 0.0598394
CDK8 0.0598071
HARBI1 0.0597933
STX5 0.0597550
GREM1 0.0597153
BACH1 0.0596728
RNF24 0.0596459
RBMS2 0.0596199
OCIAD2 0.0596084
IARS 0.0595377
PTPRJ 0.0594832
COL11A2 0.0594606
PEX13 0.0594144
GSPT2 0.0593754
SDE2 0.0593437
UPF2 0.0593275
SAC3D1 0.0593196
NCKAP5L 0.0592697
NEK2 0.0592679
RAB25 0.0592277
NUDT3 0.0592243
PRKAG3 0.0591941
GCHFR 0.0591698
CTSA 0.0591694
FLOT2 0.0591591
ATAD5 0.0591370
SMARCC1 0.0591242
KRTCAP2 0.0590785
CYB5R3 0.0589984
SLC16A11 0.0589584
ECE2 0.0589545
MRPS21 0.0589507
AADAC 0.0588487
IFNL1 0.0587494
PRICKLE1 0.0587491
CHPF2 0.0587096
DAPK1 0.0587081
GLA 0.0587053
PRMT2 0.0586869
CSF2 0.0586718
RIPK1 0.0586635
PRRT1 0.0585530
SPG21 0.0584897
CNGA1 0.0584851
SLC17A5 0.0584370
SCO2 0.0584263
EXT2 0.0583851
PAGE2 0.0583828
PARD3 0.0582969
SDHAF1 0.0582392
CACNA1A 0.0582379
UBA2 0.0582218
BACH2 0.0581974
RNF183 0.0581790
VAMP7 0.0581515
BTG1 0.0580679
GTDC1 0.0580604
CNR2 0.0579309
JMJD4 0.0579202
KIR3DL1 0.0579108
ALPK1 0.0579099
TRIB2 0.0578912
VAC14 0.0578680
DNAJC15 0.0578619
C12orf5 0.0578506
PIPOX 0.0578480
TNFRSF18 0.0578175
TPP1 0.0578103
BAG6 0.0578055
CARS2 0.0577830
HSD17B10 0.0577416
ANKRD9 0.0577005
FRK 0.0576646
ADAMTS2 0.0576288
KLK11 0.0576269
LTK 0.0576226
SLC52A2 0.0576216
MAPRE1 0.0576059
MARK1 0.0575548
ZNF80 0.0574770
FAM83F 0.0574341
MAP3K6 0.0574177
SSU72 0.0573717
EVA1A 0.0573366
GBGT1 0.0573171
ZC3H18 0.0572193
COX6B1 0.0571270
MAG 0.0571181
CD1C 0.0571017
C1QBP 0.0570628
FEM1B 0.0570501
POLDIP3 0.0570392
ZFAND3 0.0570350
CDH2 0.0570281
AP2S1 0.0570274
C6orf136 0.0570167
WBSCR22 0.0570147
FOXD1 0.0569838
DKC1 0.0569666
MTMR14 0.0568281
CNP 0.0568102
KRT3 0.0567879
BEAN1 0.0566998
CENPL 0.0565714
GINS4 0.0565489
SAMD11 0.0565338
INTS10 0.0564626
PCDHA1 0.0564109
GLRX3 0.0563416
NUDT21 0.0563338
PLK4 0.0563316
NUMBL 0.0563295
MYO1E 0.0563229
ERI1 0.0563046
APEX1 0.0563041
UMPS 0.0562969
FANCI 0.0562799
CLEC7A 0.0562685
NSUN2 0.0562449
PHF5A 0.0562286
CD55 0.0561986
PDE7A 0.0561901
EMC6 0.0561340
M6PR 0.0561007
TJP2 0.0560622
C11orf73 0.0560551
PCNX 0.0560508
FAM109B 0.0560488
B3GNT4 0.0560461
ADAM10 0.0559995
CCSAP 0.0559622
CDKN1A 0.0559150
RNF125 0.0559145
CEP78 0.0558486
SLC25A52 0.0557612
RAPH1 0.0557606
FOS 0.0557465
WAC 0.0557172
PASK 0.0556764
COX4I1 0.0556146
MRGBP 0.0555540
C6orf57 0.0555214
GNG7 0.0554809
NLRP2 0.0554790
CCDC138 0.0554477
SRSF3 0.0554109
MEA1 0.0553476
RLIM 0.0553421
PPP1CB 0.0553412
OR5H1 0.0553390
SLC35C2 0.0553268
BRCA2 0.0553029
ABCA13 0.0552896
ADAP2 0.0552452
MITD1 0.0551506
TMEM102 0.0551376
RRH 0.0551262
SNX17 0.0551084
GNG4 0.0550815
LPIN2 0.0550796
UCK1 0.0550660
COPE 0.0550310
EIF2B3 0.0550071
PLEKHG4B 0.0549267
TMEM106A 0.0549190
IL17RC 0.0548921
DND1 0.0548675
AP2M1 0.0548645
PAX9 0.0548574
CHST3 0.0548189
LRRC15 0.0547902
PACSIN1 0.0547260
PPP1R11 0.0546884
OCA2 0.0546868
POLD1 0.0546834
CUL2 0.0546829
KBTBD8 0.0546661
PLEK2 0.0546189
PRPS1 0.0545378
OSTM1 0.0545260
CHFR 0.0544598
HCN2 0.0544527
NME1 0.0544525
LSM4 0.0544512
CCDC86 0.0544428
PUS7 0.0544067
SMCHD1 0.0543437
MSH6 0.0542971
HIST1H2BH 0.0542953
TEX2 0.0542786
TMBIM1 0.0542454
SARS2 0.0541882
CCDC69 0.0541809
ABCF3 0.0540800
LINC00346 0.0540661
NIPAL2 0.0540565
VPS35 0.0540419
RRAS 0.0540140
TRIM25 0.0539698
GLIPR1 0.0539627
ZNF146 0.0539420
NUP62 0.0539283
PARP1 0.0539145
POTEF 0.0539109
ATP5G1 0.0539000
MUC16 0.0538834
ANKRD54 0.0538681
TRDMT1 0.0538099
CYP39A1 0.0537424
LGALSL 0.0537273
NCBP1 0.0537187
EMILIN1 0.0537131
SMC2 0.0536872
ARHGEF1 0.0536857
MKNK1 0.0536683
KCTD20 0.0536425
DSN1 0.0536148
ZNF286A 0.0534987
SEMA4D 0.0534872
MMD 0.0534429
SRF 0.0534298
GTF2H4 0.0533540
PAFAH1B1 0.0533157
HEXB 0.0533049
PYCR1 0.0532679
TLR10 0.0532178
ATP11B 0.0532032
DIAPH1 0.0532024
CFI 0.0531399
PLXNB2 0.0531227
COX6A2 0.0530836
CPZ 0.0530594
CENPI 0.0530484
SIRPB2 0.0530232
ACTN2 0.0529815
TPD52L2 0.0529670
PATL1 0.0529487
ADAT2 0.0528492
CLCN5 0.0528477
HSPBAP1 0.0528466
BPGM 0.0528452
ELAC2 0.0528400
ARHGEF9 0.0528387
IDH3G 0.0527871
IL17C 0.0527859
LAS1L 0.0527541
OSMR 0.0527296
NEIL3 0.0527172
ARPC1A 0.0526923
TOR2A 0.0526893
ATG3 0.0526754
COMTD1 0.0526751
PDXP 0.0526447
FAM178B 0.0526308
CSF2RB 0.0526227
DYRK2 0.0526161
TGFBR1 0.0525721
DDX43 0.0525528
FN1 0.0525000
GPX1 0.0524325
LPAR5 0.0523777
MYH14 0.0523581
CLMP 0.0523217
MUC3A 0.0523151
PRKCDBP 0.0522296
MAPKAP1 0.0521385
SNRPD1 0.0520900
KCNAB2 0.0520477
MYCL 0.0520193
PCYT1A 0.0520019
CARS 0.0519884
RIN3 0.0519663
ATG4A 0.0519596
SHFM1 0.0518972
PI4KB 0.0518832
ATP6V0D1 0.0518814
EWSR1 0.0518610
CBR1 0.0518598
MIS12 0.0518509
OLFM2 0.0518392
CSF3R 0.0518269
EGFR 0.0517282
MIF 0.0516977
C11orf71 0.0516786
HSF2 0.0516337
DYRK4 0.0515543
SETD6 0.0515386
SNRPF 0.0515198
SOCS7 0.0514792
SLC25A1 0.0514537
AIFM1 0.0513891
MME 0.0513553
PGM2L1 0.0513430
PTPRF 0.0513214
MPDU1 0.0513002
MCM8 0.0512991
RACGAP1 0.0512189
NOL12 0.0512091
BOP1 0.0511970
SUCLG1 0.0511754
VMP1 0.0511727
SLFN12 0.0511626
C2orf43 0.0511577
BRPF1 0.0511560
RLF 0.0511509
GADD45B 0.0511465
UBE2Q1 0.0511269
B4GALT1 0.0511179
AREL1 0.0510872
RNF19B 0.0510803
ZSCAN16 0.0510285
PMCH 0.0510144
IL12A 0.0510128
GSTK1 0.0509233
IL13RA1 0.0508951
PAICS 0.0508202
SLC2A9 0.0508104
UGT1A6 0.0506846
ADM2 0.0506650
STT3B 0.0506635
L3MBTL2 0.0506491
ZNF93 0.0506435
PRNP 0.0506369
RPS25 0.0506288
ALDH1A1 0.0505984
IRF3 0.0505963
TMEM180 0.0505576
PCSK7 0.0505169
USO1 0.0505037
SIRT7 0.0505002
RHBDD3 0.0504692
CEACAM21 0.0504453
IDO2 0.0504322
HTRA2 0.0504074
TIAL1 0.0504013
DCK 0.0503833
SNRPC 0.0503530
FAM84A 0.0503462
TP53I13 0.0503316
WDR74 0.0502971
TMEM239 0.0502817
TCIRG1 0.0502692
GJB5 0.0502609
ANKRD13A 0.0502350
ESCO2 0.0501746
HNRNPL 0.0501664
GSK3B 0.0501602
DBNL 0.0501573
WWC3 0.0501449
SPATC1L 0.0501415
MAP1LC3B 0.0501302
MFHAS1 0.0501070
PSMC3 0.0500768
ITGA5 0.0500636
FAM181A 0.0500379
SCHIP1 0.0499758
LEMD2 0.0499687
RASL10A 0.0499394
HRASLS5 0.0499196
C14orf1 0.0499075
AP3S1 0.0498994
HNRNPA2B1 0.0498529
AKIRIN1 0.0498162
HOXA3 0.0497674
SDHAF2 0.0497528
BAZ1B 0.0497131
TLR7 0.0497067
C11orf21 0.0497006
NGLY1 0.0496578
ZWILCH 0.0496573
CRYGA 0.0496294
ACLY 0.0495687
NRG2 0.0495192
SPINK7 0.0494637
RHEB 0.0494365
SLC12A1 0.0493751
AKAP2 0.0493691
PPIAL4G 0.0493619
JPH2 0.0493471
KDM2A 0.0493221
INPP1 0.0492993
CYP2J2 0.0492966
REXO2 0.0492844
NAA11 0.0492743
TXK 0.0492612
PLAGL1 0.0492450
POGK 0.0492234
TRIM10 0.0491900
ARCN1 0.0491580
IFITM5 0.0490909
GK 0.0490525
ACSS1 0.0490441
TFEB 0.0489980
CEBPE 0.0489818
C19orf48 0.0489729
TAOK3 0.0489343
SIVA1 0.0489205
FAM129C 0.0488735
DLG4 0.0488667
E2F5 0.0488403
ANKRD27 0.0488251
PNPLA3 0.0488205
MARK2 0.0488184
CENPQ 0.0488177
ANKRD11 0.0487804
FN3KRP 0.0487802
PPIAL4B 0.0487722
PRDM8 0.0487590
IAPP 0.0487440
C1orf228 0.0487378
GRAMD2 0.0487189
GRAMD3 0.0487105
TAOK1 0.0486993
SUPT20H 0.0486679
TIMM10 0.0486623
MARVELD3 0.0486209
MBNL2 0.0486115
SLC11A2 0.0486069
TMEM164 0.0485978
SRC 0.0485448
NELFE 0.0485304
FIGNL1 0.0485149
ARHGAP18 0.0485124
SLC19A1 0.0484865
FOXN3 0.0483674
LRR1 0.0483575
GFRA4 0.0482774
KRTAP13-4 0.0482486
FOXRED1 0.0482426
PRR5 0.0482350
DUX4L4 0.0482310
ADAT3 0.0482283
C16orf3 0.0482149
PRPF4 0.0481946
ULBP2 0.0480744
MAP3K9 0.0480523
CRTC2 0.0480511
TREM2 0.0479915
CNOT1 0.0479798
NMRK1 0.0479406
NRM 0.0479157
SLC22A2 0.0478544
DYNLT1 0.0478475
BICD2 0.0478108
TRIM38 0.0477614
SNTB1 0.0477277
SMPD2 0.0477223
CDC26 0.0476917
PANX3 0.0476363
HIST1H3G 0.0475962
CHIA 0.0475740
DUSP15 0.0475704
CD300C 0.0475412
FANCB 0.0475102
NUDT1 0.0474638
CNOT11 0.0474288
CEP57 0.0474115
CKAP5 0.0473831
LIMK1 0.0473137
UBASH3B 0.0472127
NUDT15 0.0471983
MUC6 0.0471841
FADS1 0.0471829
ARHGEF4 0.0471714
FAM127B 0.0471598
ZDHHC14 0.0471452
PFDN6 0.0471189
VPS54 0.0470954
SIGLEC8 0.0470716
RNF113A 0.0470680
F13A1 0.0470606
TADA2A 0.0470525
CDR2L 0.0470296
TSACC 0.0470222
MTF2 0.0470183
PRPF31 0.0470132
MTM1 0.0469864
SLC9A7 0.0469367
CDK5RAP2 0.0468913
GNA12 0.0468880
HIST1H2BI 0.0468873
TUBGCP3 0.0468844
PDCL 0.0468596
SURF6 0.0468530
PRKRIR 0.0468438
CERK 0.0468370
LGALS3BP 0.0468019
TGFBR2 0.0467270
PLCG1 0.0466698
VSX1 0.0466403
VPS33A 0.0466040
AKT1 0.0466013
APEX2 0.0465986
SRD5A3 0.0465115
MEST 0.0464690
C19orf43 0.0464394
XPNPEP2 0.0463949
DCST2 0.0463601
WDR76 0.0463225
DENND6B 0.0463192
C17orf59 0.0463000
CSNK1G2 0.0462550
CHAMP1 0.0462290
KDM2B 0.0462032
PARVB 0.0460888
MDFIC 0.0460626
SMEK1 0.0460584
NUPR1 0.0460136
HBEGF 0.0459876
B4GALT2 0.0459553
ACVRL1 0.0459489
DNAJC22 0.0459414
MOV10 0.0459319
ARHGAP31 0.0459281
RASAL2 0.0458865
NEDD9 0.0458683
DERA 0.0457692
TBCCD1 0.0457637
ZBED4 0.0456541
DROSHA 0.0456444
CDK5R1 0.0456253
IL9R 0.0455842
MOG 0.0455713
BNIP3 0.0454857
MAP3K11 0.0453988
PAFAH1B2 0.0453821
ARID3A 0.0453750
SPP1 0.0453671
SPAG9 0.0453615
ACR 0.0453603
TMPO 0.0453523
TOP3B 0.0452844
POLR1E 0.0452698
OTUB1 0.0452390
MPHOSPH10 0.0452372
MKRN2 0.0452057
CEP72 0.0451852
IP6K1 0.0451638
SNX12 0.0451564
GPR97 0.0451392
TRPV4 0.0451042
MTFR1 0.0450986
XRN1 0.0450713
OR6M1 0.0450331
TIGD1 0.0449737
OR52K2 0.0449663
GAREML 0.0449357
STARD5 0.0449310
MBNL1 0.0449287
STK19 0.0449286
UBA52 0.0449274
DPM1 0.0449100
TNPO3 0.0448678
TST 0.0448607
GEMIN7 0.0448536
ERCC2 0.0448138
C9orf69 0.0448126
IFT20 0.0447916
AOX1 0.0447669
GPR174 0.0447106
RASA2 0.0446763
ARHGEF39 0.0446648
MAP7D3 0.0446315
PVR 0.0446183
TMEM14C 0.0445295
OIP5 0.0443508
GTF3A 0.0443500
SLC7A6 0.0443003
ADCY3 0.0442946
ARL6IP5 0.0442863
TAS2R9 0.0442774
CCNL1 0.0442764
WRNIP1 0.0442306
EGR1 0.0441934
NME2 0.0441881
YIPF2 0.0441779
RPA1 0.0441601
DNAJC3 0.0441570
OGDHL 0.0441231
TMEM70 0.0440905
FOXH1 0.0440710
NPB 0.0440629
UBE2S 0.0440625
SLAMF6 0.0440125
KRT72 0.0439136
SSBP1 0.0439080
C11orf42 0.0438865
BCL3 0.0438686
HDDC2 0.0438588
CHRM4 0.0438566
PLEKHM2 0.0438566
EIF2S1 0.0438487
TMPRSS3 0.0438207
TMEM60 0.0437830
CTAG2 0.0436638
VGLL3 0.0436636
MTMR12 0.0436590
EPB41L4B 0.0436519
MYO1A 0.0436381
MAFA 0.0436358
CLN6 0.0436210
UBE2Z 0.0436130
ZC3HAV1 0.0435846
LMAN1L 0.0435785
NLRP1 0.0435620
GINS3 0.0435333
MAPKAPK3 0.0435118
HTATSF1 0.0435054
NOLC1 0.0434949
TEFM 0.0434659
COLCA2 0.0434569
SAP25 0.0434434
SART1 0.0434104
XCR1 0.0433847
NF2 0.0433706
RLTPR 0.0433659
GPR137B 0.0433402
PPP1R15A 0.0433115
SLC25A18 0.0432571
PPM1D 0.0432524
DDA1 0.0432069
DDX1 0.0431687
RAB1A 0.0431512
TOMM70A 0.0431413
TXNIP 0.0431175
CTSK 0.0431069
DNASE1L3 0.0430837
NPAS2 0.0430317
GPR87 0.0429942
CACNB3 0.0429919
SLC22A31 0.0429624
KXD1 0.0429566
AGPAT2 0.0429272
CASP2 0.0428553
FFAR2 0.0428457
GPR25 0.0428118
GPC6 0.0427486
TALDO1 0.0427418
SETMAR 0.0427293
GPS1 0.0427016
DTNA 0.0426464
ZYG11A 0.0425919
UBE4A 0.0425786
MAP2K6 0.0425095
MAT2B 0.0425016
RHOF 0.0424861
MANEA 0.0424489
PLOD3 0.0424140
C11orf84 0.0424093
NUSAP1 0.0424036
PSMC1 0.0423976
GPBP1L1 0.0423132
PAK6 0.0422794
CAPZA1 0.0422360
TMEM173 0.0421778
IPO5 0.0421525
STYK1 0.0420907
PDCD11 0.0420633
INHBC 0.0419993
NPM2 0.0419922
DLG1 0.0419917
ZEB2 0.0419716
MOB3C 0.0419451
GPR155 0.0419193
UGT2B11 0.0418860
MKL1 0.0418830
TBKBP1 0.0418624
ARRDC5 0.0418587
PPP1R9B 0.0418464
ARID1B 0.0418310
MOB3B 0.0417850
RXRB 0.0417747
TMEM156 0.0417583
RPL35 0.0417426
ZNF124 0.0417372
UQCC2 0.0417125
ITPA 0.0417094
STK25 0.0416970
ZDHHC12 0.0416930
ST8SIA4 0.0416185
ZBTB5 0.0416176
SLC37A3 0.0415794
MORC1 0.0415679
AK2 0.0415632
DFFA 0.0415308
RNF38 0.0415274
FETUB 0.0414937
MBD4 0.0414536
TMEM210 0.0413593
IL1RAP 0.0413036
ADPRH 0.0412563
SGPL1 0.0412360
DOHH 0.0412273
CSDE1 0.0412267
PAQR4 0.0411938
IER5 0.0411883
ZBTB7B 0.0411400
ARSF 0.0411305
HUWE1 0.0411185
ELL 0.0410903
WDFY1 0.0410522
NUP160 0.0410507
ARL5A 0.0410217
TMEM163 0.0409869
CCDC47 0.0409682
PEA15 0.0409459
MST4 0.0409321
CASP8 0.0408884
WDR81 0.0408596
DIRAS1 0.0407693
MSR1 0.0407687
C1orf229 0.0407418
ATR 0.0407125
HEATR1 0.0406963
YIF1A 0.0406539
H6PD 0.0406291
SLC44A2 0.0406280
IGF2BP1 0.0405951
MAP3K3 0.0405846
CAPNS2 0.0405587
NOTCH2 0.0405404
CSNK2A2 0.0405211
LILRA1 0.0404908
SLCO5A1 0.0404830
MMP15 0.0404818
TMEM37 0.0404515
C6orf52 0.0404313
PRKCI 0.0404123
KLRG1 0.0403811
ATP5J2 0.0403285
LMTK2 0.0403276
ZNF672 0.0403233
EXOC3L1 0.0402904
IYD 0.0402628
CCZ1 0.0402388
SLC6A9 0.0402057
SLC4A1AP 0.0401948
DHX37 0.0401944
GMEB1 0.0401415
KLK9 0.0400429
TRAF3 0.0400142
PSMC5 0.0399759
SLC30A2 0.0399632
HOXC12 0.0399583
PSMA6 0.0399300
RFWD2 0.0398930
MRPL19 0.0398387
GABRA3 0.0398297
PRPF19 0.0397642
C2orf88 0.0397367
NOP16 0.0397179
ENSA 0.0396879
PPIAL4A 0.0396471
KDM5A 0.0395963
ELANE 0.0395239
EXT1 0.0394746
N4BP2L1 0.0394630
HAUS7 0.0394556
MAL2 0.0393761
SPRR1B 0.0393269
CCDC166 0.0393245
SLC35D2 0.0393132
CKAP2 0.0393114
RAB5A 0.0393002
ZFP36L1 0.0392925
PRADC1 0.0392731
RPS6 0.0392591
GBP6 0.0392025
FASTKD5 0.0391942
XRCC5 0.0391704
SPATS2 0.0391671
CCDC80 0.0391667
TMLHE 0.0391505
SAP30BP 0.0391394
MSRB1 0.0391246
CCDC3 0.0391149
CCDC23 0.0390978
KIAA0922 0.0390798
SERTAD4 0.0390734
PPIH 0.0390476
RCN2 0.0390222
ZNF362 0.0389943
DAZAP1 0.0389887
TTF1 0.0389865
SDHB 0.0389551
ZIC1 0.0389035
DPEP1 0.0389008
NELFCD 0.0388863
CLEC4C 0.0388737
ATAD3B 0.0388595
PCGF6 0.0388511
NKX2-2 0.0388445
EIF4EBP1 0.0388422
NOP56 0.0388407
COL22A1 0.0388368
DCBLD1 0.0388253
PIK3AP1 0.0388211
ANGPTL6 0.0388123
HMX2 0.0387924
ITGA8 0.0387801
NOP9 0.0387701
ATP5G3 0.0387503
CC2D1B 0.0387174
SLC6A12 0.0387108
SLC1A4 0.0386589
HELZ2 0.0386482
HAX1 0.0386381
CABLES2 0.0386035
MATN4 0.0385995
RCCD1 0.0385845
ABHD17A 0.0385731
BMP5 0.0385614
ATP2A3 0.0384784
ZNF574 0.0384691
CRB3 0.0384681
MMP25 0.0384321
HDGFRP2 0.0384019
SH2D3A 0.0383920
CDV3 0.0383635
C1orf174 0.0383482
POLG 0.0383149
RPS6KB2 0.0383111
TOP3A 0.0382806
DMRTC2 0.0382425
PLCXD1 0.0382363
ORC2 0.0382242
MTX1 0.0382229
DTNB 0.0382211
KCNK7 0.0381751
ANO10 0.0381419
GOLPH3 0.0381244
APOBR 0.0380896
SSTR3 0.0380858
XK 0.0380434
FYTTD1 0.0380305
RRAGC 0.0380055
PSMD5 0.0380038
TMEM110 0.0379564
JUN 0.0379197
ARHGAP17 0.0379188
EXOSC7 0.0379185
MYH7 0.0379035
CCKBR 0.0378941
MEX3C 0.0378849
SSNA1 0.0378736
FICD 0.0378675
SLC16A8 0.0378377
DPYD 0.0378301
TMC6 0.0377913
KCTD7 0.0377880
SPC24 0.0377519
SLC25A37 0.0377115
HDHD1 0.0377056
WIPF3 0.0376776
BRD7 0.0376744
ESYT1 0.0376712
AHSG 0.0376602
CDK5R2 0.0376542
DAXX 0.0376510
N4BP1 0.0376322
GDAP2 0.0376017
THEG 0.0376016
WASF1 0.0375239
C20orf196 0.0375232
FMO3 0.0374121
RPL35A 0.0373939
XPO1 0.0373597
CDCA4 0.0373506
TFB1M 0.0373404
SLC3A2 0.0373043
KIF22 0.0372962
NAGA 0.0372826
LSM7 0.0372580
KCTD15 0.0372323
DPH7 0.0371913
XIRP1 0.0371867
CIT 0.0371761
SH3TC1 0.0371674
NIPSNAP3A 0.0371649
RALA 0.0371447
GINS2 0.0371447
USP28 0.0371411
TTC27 0.0370984
USP39 0.0370871
BLOC1S5 0.0370539
SELK 0.0370302
TMEM184B 0.0370246
OXNAD1 0.0370140
DNAH11 0.0370075
RNMTL1 0.0369906
FAM57A 0.0369887
BCL2L11 0.0369548
CITED2 0.0369249
MRPL27 0.0368408
C22orf39 0.0368175
SERPINB1 0.0368033
DBF4 0.0367924
PPARA 0.0367589
PSRC1 0.0367581
KIF1B 0.0367517
L3HYPDH 0.0367187
COG4 0.0366622
BAIAP2L1 0.0366490
VASH2 0.0365785
ATP2C2 0.0365548
CLK3 0.0365182
KRTAP6-3 0.0365140
SGMS2 0.0364940
EGLN1 0.0364925
NKAPL 0.0364870
SPATS2L 0.0364702
MGME1 0.0364576
PSMA2 0.0364506
IRAK3 0.0364036
MFRP 0.0363995
UBA7 0.0363826
KCNA5 0.0363623
SH2D3C 0.0363614
MYL12B 0.0363399
NIT1 0.0363063
C2orf47 0.0363033
RCAN2 0.0361803
FOXP4 0.0361522
TRPV5 0.0361393
SOX4 0.0361286
GATAD2A 0.0360884
ZFP42 0.0360664
TM6SF1 0.0360137
DNAJC4 0.0359927
DAZL 0.0359532
CDCP2 0.0359412
IRX2 0.0358693
MTCH1 0.0358335
CYB561 0.0357949
ACO2 0.0357734
SDC3 0.0357500
EIF2AK2 0.0357278
FCRL4 0.0357256
BMS1 0.0357067
HIST1H2AL 0.0356977
CLC 0.0356746
SSR3 0.0356437
MGAT4B 0.0355992
HELB 0.0355534
CH25H 0.0355170
COQ9 0.0354850
LMO2 0.0354773
CPXM1 0.0354626
MAPK7 0.0354553
GNA15 0.0354403
INPP5K 0.0354264
MPV17L2 0.0354108
DCLRE1C 0.0353899
TNFAIP1 0.0353836
CYorf17 0.0353827
WDR45B 0.0353822
OXT 0.0353205
OR3A3 0.0352962
CENPJ 0.0352791
DDX52 0.0352723
WDR62 0.0352669
TFPI 0.0352279
TNFSF9 0.0351826
FKBPL 0.0351709
ASB16 0.0351573
RAP2B 0.0351439
KHDRBS3 0.0351215
ELOVL3 0.0351162
SLC12A8 0.0350872
NOP58 0.0350029
RGPD1 0.0349729
ISY1 0.0349404
TSPAN4 0.0349357
RBM26 0.0348452
CDC40 0.0348452
TRAPPC1 0.0348442
NGF 0.0348376
MTMR2 0.0347799
AARS2 0.0347374
SMIM8 0.0347261
KCNK13 0.0347173
CHCHD4 0.0346977
TMEM39A 0.0346898
LRWD1 0.0346749
MAD2L1BP 0.0346748
SZT2 0.0346683
R3HDM4 0.0346434
SEC63 0.0346408
C19orf73 0.0346139
MUTYH 0.0346083
GP9 0.0345958
SCAMP3 0.0345853
CLDN6 0.0345812
STX8 0.0345745
AEN 0.0345497
EXD1 0.0345468
CEL 0.0345142
CD81 0.0345064
IER5L 0.0344978
SETD8 0.0344822
RPRM 0.0344507
OAS3 0.0344264
ERI3 0.0344133
VWA1 0.0343690
DEDD2 0.0343534
STRA13 0.0343390
RPL24 0.0343315
DLL3 0.0343129
CSE1L 0.0342906
POP7 0.0342687
EHD4 0.0341739
QSOX2 0.0341703
TMEM97 0.0341507
SERPINH1 0.0341392
CHMP1A 0.0340571
XG 0.0340115
OXER1 0.0340027
UFM1 0.0339614
PDE3B 0.0339495
CHST5 0.0339341
FAM189B 0.0339093
AMMECR1 0.0338812
PAX8 0.0338454
FFAR4 0.0338418
EXOSC1 0.0337376
ZP1 0.0336655
HOPX 0.0336626
NOC3L 0.0336606
GRB2 0.0336427
LTA4H 0.0336231
STIM1 0.0336159
ITGAE 0.0336152
TPRKB 0.0336139
NDUFS6 0.0336061
BMP1 0.0336047
CDC16 0.0335714
DNAJC5 0.0335366
GALNS 0.0335318
COX10 0.0335297
TNFRSF1A 0.0335021
HIST1H2BO 0.0334697
PELP1 0.0334138
FBRSL1 0.0333932
SPECC1 0.0333802
MID1IP1 0.0333784
PITPNC1 0.0333249
BEST2 0.0333195
NINJ2 0.0332746
FUT5 0.0332733
ZHX2 0.0332394
FILIP1L 0.0332349
KRTAP10-10 0.0332348
RBP5 0.0332318
EXOSC5 0.0332224
ZNF384 0.0331331
UQCR10 0.0331261
CLMN 0.0331096
MCMBP 0.0330559
CXXC1 0.0330307
BCL2L15 0.0330228
FAM91A1 0.0330127
GPR142 0.0329916
PTPN12 0.0329540
RAPGEF1 0.0329195
DTD1 0.0329003
ZSCAN1 0.0328976
TWIST2 0.0328469
KTI12 0.0328054
RASA3 0.0328011
CDKN2C 0.0327590
KRTAP5-9 0.0327411
SOHLH1 0.0327254
UGGT1 0.0327191
C9orf78 0.0327059
RNMT 0.0326345
SIGLEC5 0.0326029
SUPV3L1 0.0325272
MAGEA10 0.0325268
SDCBP 0.0324664
GPR176 0.0324585
ZIC5 0.0324571
SETD3 0.0324462
STX3 0.0324398
C18orf8 0.0324392
WDR93 0.0323902
PRIM1 0.0323771
GPX3 0.0323221
BRMS1L 0.0323094
EPS8L3 0.0323076
PCCB 0.0322638
MRPS33 0.0322426
GLRX2 0.0322079
ACRC 0.0322004
LYPD1 0.0321899
DNAJA1 0.0321286
NDUFS1 0.0321238
KRTAP2-1 0.0321151
GJB7 0.0320985
HEATR3 0.0320976
IQSEC3 0.0320913
PTGER2 0.0320428
ENTPD2 0.0320315
ACTL6B 0.0320272
KCNJ5 0.0320205
SFTPB 0.0319476
ZNF787 0.0319096
TMEM175 0.0319044
MDH1 0.0318823
HIST1H3C 0.0318617
GPX5 0.0318503
L3MBTL3 0.0318275
LSM14A 0.0318125
EI24 0.0317721
SYT12 0.0317504
CHCHD2 0.0317425
CAPNS1 0.0317294
TSPAN14 0.0317275
ZNF670 0.0316857
ZNRF1 0.0316789
SRP68 0.0316607
ZNF710 0.0316217
ERCC6 0.0316027
RBL1 0.0315952
CACYBP 0.0315908
GTPBP4 0.0315611
EID3 0.0315415
UNC5A 0.0315327
MRPL16 0.0315238
C1QL2 0.0315042
PACS1 0.0314979
MFAP3L 0.0314469
AQP2 0.0314365
NCOA3 0.0314320
PEX26 0.0314283
HIST2H3D 0.0313943
C1QTNF2 0.0313823
RBX1 0.0313622
LIPF 0.0313588
ST6GALNAC4 0.0312871
TLX3 0.0312837
TBATA 0.0312625
C2orf50 0.0312441
SCT 0.0311764
AMOT 0.0311706
THYN1 0.0311672
CNGB1 0.0311566
ZNF184 0.0311221
C3orf38 0.0310954
UBA3 0.0310896
C9orf142 0.0310758
TBCEL 0.0310332
KCTD5 0.0310171
ACTC1 0.0309832
EIF2AK3 0.0309674
RUSC1 0.0309402
RAPSN 0.0309331
HCN4 0.0309172
ZFP91 0.0309040
TNC 0.0308905
NFX1 0.0308759
GOLM1 0.0308274
BARD1 0.0307836
UBE2V1 0.0307033
WDR43 0.0306915
TSPAN11 0.0306846
RNF115 0.0306620
IL21 0.0305766
RNPEPL1 0.0305610
RGR 0.0305543
DDX19B 0.0305523
DAB2 0.0305467
RNF213 0.0305257
CXCL3 0.0305139
TSPAN17 0.0305094
NPR3 0.0304975
MT1F 0.0304699
SLC6A6 0.0304643
PRDX5 0.0303310
TMEM217 0.0303032
LSG1 0.0303006
TLN1 0.0302937
ABCD1 0.0302564
BPNT1 0.0302468
STAMBP 0.0301966
SLC27A6 0.0301823
SURF2 0.0301543
MRPL18 0.0301364
SLC1A6 0.0300534
LSM10 0.0300503
TDG 0.0300303
ATAD2B 0.0300228
GIT1 0.0300098
POLD3 0.0300087
SIPA1L1 0.0299940
FOXRED2 0.0299665
CHMP7 0.0299630
DTX3L 0.0299349
MXRA5 0.0299208
PSMD10 0.0299057
PNO1 0.0298942
PPP1CC 0.0298444
SZRD1 0.0298337
ARSJ 0.0298244
AP5M1 0.0298090
MTAP 0.0298086
SAE1 0.0297016
CTXN1 0.0296971
ADAD1 0.0296876
NADK 0.0296612
UBE2NL 0.0296597
CCL25 0.0296491
DRAP1 0.0296092
GK5 0.0295779
AQP3 0.0295331
GRAMD1B 0.0295226
MGLL 0.0295192
FOXF1 0.0294814
SHISA7 0.0294703
DIABLO 0.0294401
KLF16 0.0293828
CSF1 0.0293718
KBTBD12 0.0293287
TIMM44 0.0293197
PI4K2A 0.0292802
ZNF567 0.0292772
NFKBID 0.0292223
LSS 0.0291912
GNAI2 0.0291775
HIGD2A 0.0291478
CRHR1 0.0291073
TRIB3 0.0290370
TEAD2 0.0288865
ERMP1 0.0288838
SEC23B 0.0288721
PGPEP1L 0.0288688
YIPF1 0.0288542
SDK2 0.0288347
CHD4 0.0287695
HAS3 0.0287640
KIF17 0.0286887
NOS3 0.0286702
EEF1B2 0.0286686
PPP1R13L 0.0286382
XRN2 0.0286278
CNTNAP3 0.0286273
C17orf50 0.0286216
GRIK5 0.0285942
LOX 0.0285694
CYP11A1 0.0285681
MOB2 0.0285593
KRT80 0.0285467
MED30 0.0285433
RETN 0.0285316
PPP4C 0.0285299
SLC51A 0.0285274
PINX1 0.0285152
KIAA2013 0.0285048
PTGIS 0.0284959
CASC10 0.0284841
RXFP3 0.0284710
IKBKE 0.0284672
SIRT6 0.0284638
RELA 0.0284585
RPS27A 0.0284533
TRAPPC10 0.0284460
CYLD 0.0284371
NRROS 0.0284035
ZNF131 0.0283995
MEFV 0.0283522
SYT11 0.0283277
NKRF 0.0283226
CNTRL 0.0283220
KPTN 0.0283168
EIF4G2 0.0283130
AIDA 0.0282567
EID2 0.0282464
DHFR 0.0282167
WDR77 0.0281828
ACE 0.0281266
NSMAF 0.0281030
DUSP11 0.0280823
PSMD1 0.0280416
SH3GLB1 0.0280390
GDF5 0.0279922
ARL6IP6 0.0279807
RNASEK 0.0279725
SLC6A20 0.0279621
CECR2 0.0279423
PIGA 0.0279392
HMGN1 0.0279288
CNOT3 0.0278711
RETNLB 0.0278388
NTAN1 0.0278334
PARK2 0.0278257
GXYLT1 0.0278125
MRPL45 0.0277954
TMEM2 0.0277850
RPL21 0.0277714
DUSP5 0.0277664
C9orf62 0.0277504
CDK19 0.0277497
NOL10 0.0277135
HIST3H3 0.0277132
ALG5 0.0277126
RASL11A 0.0277087
NOMO1 0.0276965
ATP10B 0.0276709
CDC37 0.0276574
PRRG1 0.0276480
PBXIP1 0.0276094
FUCA1 0.0275245
ALOX12B 0.0274977
SCMH1 0.0274957
SH3BP5 0.0274723
DHRS11 0.0273705
CCSER2 0.0273634
SCARB2 0.0273413
SLC25A17 0.0273346
RNASE3 0.0273121
HIST1H4D 0.0272780
PSD4 0.0272759
IL18R1 0.0272590
PLXNA1 0.0272533
MED27 0.0272471
EIF2B5 0.0272211
CNTROB 0.0272124
LIX1L 0.0271993
IQSEC1 0.0271989
VPS4A 0.0271610
NQO2 0.0271561
GCAT 0.0271472
NES 0.0270356
TIMMDC1 0.0270288
GBF1 0.0270214
ABHD16A 0.0270133
PON2 0.0270126
NDUFB9 0.0270029
PCDHA5 0.0269916
MAP2K2 0.0269893
MRPL14 0.0269404
PCNXL3 0.0269204
DNAJC13 0.0269088
SLCO2A1 0.0268755
LRRC31 0.0268738
WDFY2 0.0268729
ZNF212 0.0268512
SIRT5 0.0268034
FOXE1 0.0267891
ADRBK1 0.0267660
FCRL1 0.0267544
MED9 0.0267540
KIAA0226L 0.0267428
PTGFR 0.0266984
PHC2 0.0266885
TPGS2 0.0266735
EIF2S3 0.0266719
DDX49 0.0266177
ZNF33A 0.0265856
SCARF1 0.0265820
RPL39 0.0265755
TMEM63B 0.0265503
SPINK1 0.0265488
KIAA0101 0.0265382
FAM53B 0.0265011
CPOX 0.0264786
ACP2 0.0264456
ANGPTL4 0.0264325
CYGB 0.0263900
OLFML2B 0.0263838
LGI3 0.0263763
PRRC2A 0.0263744
TGFB1 0.0263293
PDE4DIP 0.0263048
SPRY3 0.0262749
FSCN3 0.0262654
CTDP1 0.0262273
TAF1A 0.0262250
SLC35A1 0.0262045
FBXO30 0.0262029
ARRDC2 0.0261840
GSR 0.0261678
STRA6 0.0261574
E2F7 0.0261559
TMEM216 0.0261277
TMEM41A 0.0260980
C12orf75 0.0260949
LHFPL5 0.0260886
DDX5 0.0260704
GNG8 0.0260500
GIT2 0.0260346
TMEM201 0.0260297
SMC3 0.0259470
SLC50A1 0.0259078
DCTN3 0.0259010
TLR3 0.0258376
ZNF207 0.0257768
RING1 0.0257605
TCHP 0.0257492
PKP2 0.0257424
REPIN1 0.0256992
TXNDC9 0.0256650
INO80C 0.0256525
FAM179A 0.0256131
DNAJB5 0.0255972
C11orf48 0.0255907
LTBP1 0.0255894
GNA13 0.0255513
CSTF1 0.0255400
SLC25A44 0.0255353
PABPC4 0.0255099
MOS 0.0254561
FAM109A 0.0253226
NSG1 0.0252586
NME8 0.0252480
FGD5 0.0252046
NDUFB11 0.0251242
VTI1A 0.0251094
MLXIP 0.0250508
ACHE 0.0250324
BFSP1 0.0249880
RPIA 0.0249774
C15orf38 0.0249737
NRP2 0.0248647
UGT2A1 0.0248088
CNPPD1 0.0247932
FANCL 0.0247699
ZBTB21 0.0247271
RDH12 0.0246703
GPR15 0.0246606
OR5F1 0.0246315
SGPP1 0.0246294
OPN4 0.0246243
DHX9 0.0245661
IL33 0.0245241
LRP12 0.0245026
MAPK14 0.0244961
OPN1SW 0.0244960
WIPI1 0.0244737
TOPBP1 0.0244569
CPSF6 0.0244377
UTP18 0.0244247
ZP4 0.0243759
LYRM2 0.0242811
FKBP1A 0.0242735
ATM 0.0242574
BABAM1 0.0242229
PSMD6 0.0242215
MAPK1IP1L 0.0241862
HGS 0.0241684
RWDD2B 0.0241480
BRD9 0.0241458
LFNG 0.0240827
MRPL48 0.0240180
TMED5 0.0239968
TFAP2E 0.0239825
TMEM38B 0.0239289
RUVBL1 0.0238420
DDX18 0.0238410
SEC16A 0.0237860
GPR64 0.0237855
CLEC2D 0.0237792
RPS18 0.0237707
TVP23C 0.0237508
TRMT11 0.0237477
MOCS3 0.0237369
HIC2 0.0237274
RPL23A 0.0237200
LIN37 0.0237010
SPRR2D 0.0236683
EFNA2 0.0236516
MED6 0.0236282
DDX31 0.0236176
BTN2A1 0.0236163
PCDHB13 0.0236052
GCSAM 0.0235751
UBC 0.0235692
NCR2 0.0235495
SLC36A1 0.0235324
MEN1 0.0235173
ATP6V0E1 0.0235143
UBL4A 0.0235018
CDRT1 0.0234785
HIST1H2BL 0.0234711
SMURF2 0.0234626
SLC30A7 0.0234446
KIF20B 0.0234286
ATP5O 0.0234223
WFDC3 0.0233652
QPCTL 0.0233535
DDR2 0.0233498
DGKG 0.0233320
CCDC28A 0.0233293
HNRNPH3 0.0233259
YIPF3 0.0233245
ARHGAP33 0.0233156
FAM210B 0.0233051
CST2 0.0232975
RCN3 0.0232901
MED18 0.0232604
ACTR5 0.0232403
QKI 0.0232269
USP10 0.0232222
POLR2C 0.0231978
EFNA5 0.0231975
YPEL4 0.0231768
MAP2K1 0.0231728
FCGBP 0.0231463
TRMT6 0.0231426
STAM 0.0231247
ATXN7L2 0.0231229
WDR12 0.0230907
ACRBP 0.0230174
ST6GALNAC1 0.0229748
GPR158 0.0229497
RAD51 0.0229406
SLC25A15 0.0229231
XPO4 0.0229096
MED11 0.0229021
TIPIN 0.0228663
CR1L 0.0228645
CNFN 0.0228517
PTS 0.0228314
TET1 0.0228285
CARHSP1 0.0227571
RAB24 0.0227352
BPHL 0.0227311
CMTR1 0.0227125
DGCR8 0.0227047
SS18L2 0.0226280
PLA2G2D 0.0226245
NLE1 0.0225941
EXOC3L2 0.0225266
ETHE1 0.0225205
ATP8B4 0.0225069
MUS81 0.0224922
IDE 0.0224756
RPL7A 0.0224729
C6orf47 0.0224510
CCDC179 0.0223768
NDUFB8 0.0223542
OR10A5 0.0223476
RFC5 0.0223236
ESX1 0.0223094
SAMD9 0.0223078
CDK16 0.0222583
ATP6V1E1 0.0222536
PC 0.0222156
ATP8A2 0.0222013
LATS2 0.0221993
MCTP1 0.0221992
FAM153A 0.0221901
FDFT1 0.0221633
OSBPL11 0.0221364
DPF3 0.0221296
FCHSD2 0.0221104
CHST13 0.0220796
FCAMR 0.0220755
SCAF4 0.0220343
FAM115C 0.0220157
SLC1A7 0.0219927
PLOD2 0.0219773
ITGB1 0.0219637
COL13A1 0.0219600
CXCL6 0.0219590
PLA2G4C 0.0219478
NCLN 0.0219475
HSPB11 0.0219439
USF1 0.0219139
GPR68 0.0219107
FUT11 0.0218964
WBP5 0.0218862
SLC5A2 0.0218836
CCDC14 0.0218579
PTPN3 0.0218417
MSI1 0.0218324
RNF166 0.0218064
MGAT2 0.0217810
RNF138 0.0217807
TXNL4B 0.0217799
ENG 0.0217674
TRIM39 0.0217658
USP20 0.0217423
ABHD15 0.0217404
KAT2B 0.0217318
APCDD1L 0.0217266
DAD1 0.0216911
OR5L2 0.0216710
TIFA 0.0216587
HABP4 0.0216537
THOC5 0.0216464
FAM92A1 0.0216365
TMEM234 0.0216273
CACTIN 0.0215779
SMNDC1 0.0215747
SIM1 0.0215632
SCAMP2 0.0215171
FAM53C 0.0215030
USPL1 0.0214735
ANK3 0.0214505
COL4A3 0.0214487
CCL26 0.0214398
GRAMD4 0.0214206
GPS2 0.0213913
STAB2 0.0213822
RFXANK 0.0213742
GALT 0.0213539
PTBP1 0.0213498
PDAP1 0.0212938
TRAF3IP2 0.0212838
SIRT2 0.0212786
FNIP2 0.0212661
NSUN3 0.0212621
PPL 0.0212617
CBLB 0.0212551
AKAP13 0.0212437
IVNS1ABP 0.0212364
CCDC88A 0.0212292
EFTUD2 0.0212187
MAST3 0.0211914
C4orf46 0.0211696
GALNT2 0.0211654
IFITM1 0.0211401
H1FNT 0.0211343
ID3 0.0211179
FAM126A 0.0211144
C4orf27 0.0210950
NDUFAF5 0.0210747
KIF5B 0.0210385
SH3BP2 0.0210313
RHOQ 0.0210161
ASB10 0.0210158
KIR2DL4 0.0210098
SLC6A18 0.0209769
MAN2A1 0.0209458
BIRC2 0.0209373
KLF14 0.0209271
RDH11 0.0208959
TSPAN2 0.0208819
PRKCA 0.0208679
C1orf61 0.0208631
MIPEP 0.0208607
SH2D5 0.0208583
DDX60 0.0208472
NOS2 0.0208449
ILF3 0.0207828
PPP4R1 0.0207737
TDRD7 0.0207639
ISG20L2 0.0207599
P2RX1 0.0207449
ADAMTSL4 0.0207301
ALKBH4 0.0207046
GPR108 0.0207002
PTP4A1 0.0206911
ETS2 0.0206679
TACR2 0.0206600
TRIP6 0.0206495
LSM12 0.0206467
HSP90AA1 0.0206154
NLRX1 0.0205972
DPP3 0.0205918
PLEKHJ1 0.0205849
AMPD2 0.0205829
TRANK1 0.0205545
SAR1A 0.0205247
DDX19A 0.0205227
PMM2 0.0205078
TCOF1 0.0204886
NR2C2AP 0.0204668
CYCS 0.0204109
ZBTB33 0.0204099
BUD31 0.0203980
CWC22 0.0203469
FBXW2 0.0203439
NIPA2 0.0203199
DBR1 0.0203118
ATG13 0.0203089
TIMP1 0.0202989
PLBD2 0.0202336
KLF6 0.0202285
KRTAP2-4 0.0202022
PCID2 0.0201992
POLR3C 0.0201946
CABIN1 0.0201881
SRMS 0.0201664
SEMA5B 0.0201625
ASAP1 0.0201557
CDKL1 0.0201512
PDCD2 0.0201141
MXD3 0.0200669
ZC3HAV1L 0.0200636
UBR2 0.0200578
UNG 0.0200447
GCFC2 0.0200435
CHRNE 0.0200385
TMED3 0.0200116
PNPT1 0.0199989
USP24 0.0199919
DCAF4 0.0199910
KLHDC4 0.0199429
METAP1 0.0199405
TMX4 0.0198972
CD3EAP 0.0198818
GTF3C2 0.0198538
SH2B3 0.0198339
TUBB2B 0.0198337
MTSS1L 0.0198311
PTPRS 0.0197886
UBB 0.0197759
IWS1 0.0197757
HSPD1 0.0197555
PMM1 0.0197554
SBK2 0.0197460
ANKRD44 0.0196878
PSAPL1 0.0196711
PACSIN3 0.0196470
CSRP1 0.0195731
PRPSAP2 0.0195569
SEC22A 0.0195530
CSTF3 0.0195362
HEG1 0.0195007
ACSL6 0.0194770
C9orf139 0.0194539
POM121L12 0.0194524
OST4 0.0194430
SPTLC3 0.0194102
MTOR 0.0193561
KCNK17 0.0193368
GSKIP 0.0193169
TBC1D23 0.0192909
RAB3GAP1 0.0192612
HRG 0.0192477
ACER3 0.0192268
SCGB3A2 0.0192174
CKM 0.0192110
NTSR1 0.0191897
NDUFB5 0.0191817
COA6 0.0191703
FAM167B 0.0191529
FOXP3 0.0191356
CACUL1 0.0191199
MAFG 0.0191146
R3HDML 0.0190846
MDH2 0.0190738
FRMD4B 0.0190444
EIF4H 0.0190427
C4BPA 0.0190297
TLX2 0.0190006
PAPOLA 0.0189891
TBC1D5 0.0189518
ZNF598 0.0189510
KRTAP11-1 0.0189315
C11orf80 0.0189243
STOM 0.0189101
PIM3 0.0188977
ABHD17B 0.0188953
ODF3L2 0.0188917
COMMD3 0.0188848
LILRA5 0.0188774
FBXL6 0.0188552
TM4SF4 0.0188372
GABPB1 0.0188302
ERN2 0.0188290
ATMIN 0.0188281
APOBEC3D 0.0188134
TRABD2B 0.0188058
NOP10 0.0187792
JDP2 0.0187645
WDR82 0.0187150
RNF167 0.0187139
ANKRD35 0.0186862
RPL10L 0.0186845
B3GNT2 0.0186670
OR4C15 0.0186566
HSD17B12 0.0186432
SMEK2 0.0186183
KLC1 0.0185195
MMP28 0.0184968
SUMO2 0.0184936
RAB36 0.0184697
SLC22A10 0.0184643
MRTO4 0.0184524
VASH1 0.0184260
SNRNP200 0.0184149
GPA33 0.0183276
RAB8A 0.0183102
PLCD1 0.0183062
SERPINB7 0.0182515
LMBRD1 0.0182380
GCM1 0.0181721
MTRR 0.0181649
HPS1 0.0181447
IFT27 0.0181264
PDE4C 0.0181075
ASB6 0.0181060
SLC39A9 0.0181049
C5orf34 0.0180965
CLPTM1 0.0180905
KLF4 0.0180851
DGUOK 0.0180794
GSDMA 0.0180499
FDX1 0.0180322
KIAA0586 0.0179833
MYO19 0.0179434
HDX 0.0179333
IGFBPL1 0.0179036
NUP37 0.0178773
C22orf29 0.0178751
CYP2D6 0.0178586
SEL1L 0.0178450
GMPR 0.0178277
TMEM114 0.0178203
PCDHGA7 0.0177984
LSAMP 0.0177968
AP3D1 0.0177705
PPM1M 0.0177532
PPP1R7 0.0177096
HIP1R 0.0177086
ZNF713 0.0177072
FAM192A 0.0176999
TRMT61A 0.0176854
DAP3 0.0176830
OGT 0.0176781
LRRC37A2 0.0176316
WFDC9 0.0176145
MARCH7 0.0176122
VTA1 0.0176032
EPHA4 0.0175999
ANKRD49 0.0175907
STAR 0.0175752
NAA35 0.0175716
POLR2B 0.0175668
GCNT3 0.0175566
EXO5 0.0175040
TMEM72 0.0174856
FTSJ3 0.0174667
GFI1B 0.0174496
LINC00998 0.0174385
C9orf163 0.0174188
XKRX 0.0173771
MARK3 0.0173560
DCAF12 0.0173065
CDC42 0.0172759
C3orf58 0.0172608
LONRF3 0.0172570
MSL2 0.0172512
XPC 0.0172485
WDR37 0.0172122
CCDC12 0.0172083
CUL9 0.0171709
FAM159A 0.0171665
COL9A2 0.0171275
MMP14 0.0171174
ATXN7L1 0.0171146
MMP2 0.0171134
BLMH 0.0170823
NUDT7 0.0170791
CDH24 0.0170289
CCZ1B 0.0169862
TMED9 0.0169833
TRMT10C 0.0169823
CEP85L 0.0169692
COX7B2 0.0169268
CCR10 0.0169243
ERRFI1 0.0169176
TXLNB 0.0169166
PCOLCE 0.0168906
SEC23A 0.0168737
RASGRP4 0.0168642
LAMB3 0.0168371
ZNF276 0.0168290
FBXO10 0.0168171
TDRD12 0.0167649
MEF2D 0.0167634
RPSA 0.0167601
OR51G1 0.0167320
RARS2 0.0167272
HHIPL1 0.0167104
STX6 0.0167061
TAF13 0.0166993
TLX1 0.0166919
LYG1 0.0166712
IFT172 0.0166342
SRRM1 0.0166283
MAB21L3 0.0166226
MFF 0.0166040
CDKN1C 0.0165915
NLN 0.0165768
TMEM154 0.0165674
CREB3 0.0165520
KIAA1210 0.0165467
NBEAL2 0.0165347
FGFBP3 0.0165233
TESK1 0.0165084
RPL3L 0.0164729
KLF12 0.0164676
LSM3 0.0164656
FAM118A 0.0164549
HLX 0.0164268
KRT34 0.0164201
FERMT2 0.0164195
SLC17A3 0.0164017
CEP192 0.0163476
POLA1 0.0163323
TOR1A 0.0163191
PIGC 0.0163097
MED26 0.0163072
ARSI 0.0162828
PXDN 0.0162790
DNM3 0.0162491
TNP2 0.0162225
LARP4B 0.0162099
FAM195B 0.0161950
UBE3C 0.0161904
METTL4 0.0161779
NUDT22 0.0161724
EVA1C 0.0161663
TGFA 0.0161415
TAB2 0.0161409
PWP1 0.0161014
OR10A2 0.0160893
STAG1 0.0160841
RNF5 0.0160807
C14orf2 0.0160738
LACRT 0.0160466
HESX1 0.0160390
LOXL3 0.0160293
ULBP1 0.0160165
SLC14A2 0.0159745
VTI1B 0.0159450
KIF1C 0.0159186
CACNA1B 0.0159157
RPL4 0.0158768
CNPY3 0.0158520
CWF19L1 0.0158427
ATP10A 0.0157986
ZBED1 0.0157765
FAM213A 0.0157555
SERPINB3 0.0157511
ETV5 0.0157138
HACE1 0.0157119
TBC1D31 0.0157031
MSANTD4 0.0156769
RWDD1 0.0156383
C10orf2 0.0156358
YOD1 0.0156357
SRP72 0.0156186
KATNB1 0.0156063
P2RY13 0.0155974
DAB2IP 0.0155946
KLHL33 0.0155889
ROCK2 0.0155758
MPRIP 0.0155483
TG 0.0155268
DLAT 0.0155187
SPRY1 0.0154994
MR1 0.0154557
PXDNL 0.0154522
TNRC18 0.0154399
SLC29A2 0.0154287
LTBP4 0.0154159
BOLA1 0.0153988
ABT1 0.0153890
NYNRIN 0.0153763
NPAT 0.0153448
BCL9L 0.0153326
XPO6 0.0153135
TTC4 0.0153050
CCR8 0.0153005
RNF13 0.0152679
KIF25 0.0152665
PLCXD2 0.0152659
ZNF777 0.0152483
RBMX2 0.0152443
C18orf21 0.0152375
LIF 0.0152258
IKBIP 0.0152117
NUP54 0.0151900
ADAMTS5 0.0151877
GCA 0.0151532
CELA2B 0.0151439
MAN1B1 0.0151261
FBXL13 0.0151016
TPM3 0.0150793
MB21D2 0.0150759
TMEM151A 0.0150427
BRMS1 0.0150277
COX6B2 0.0150145
TCF25 0.0150141
OR2B6 0.0149768
COL9A1 0.0149598
ANKZF1 0.0149071
HCRT 0.0148938
TEX261 0.0148851
ABCC12 0.0148814
PI4KA 0.0148761
PRR21 0.0148747
SUCNR1 0.0148739
FXN 0.0148162
C22orf46 0.0148044
STARD8 0.0147955
MRPL40 0.0147677
LPCAT2 0.0147494
TAF4B 0.0147485
RGS2 0.0147400
CLCN1 0.0147108
PRIMA1 0.0146948
C1orf105 0.0146685
CLDN16 0.0146522
DAAM2 0.0146511
SAMD10 0.0146163
LMO7 0.0146146
FAM188B 0.0145721
ZNRD1 0.0145678
C10orf128 0.0145415
FAIM 0.0145353
XPOT 0.0145049
PSENEN 0.0144979
ZMYM3 0.0144654
FAM117A 0.0143760
MIOX 0.0142964
LBX1 0.0142960
C8orf56 0.0142875
CDKL5 0.0142846
ATF6B 0.0142785
MRPS2 0.0142754
SMG8 0.0142748
ZNF519 0.0142712
LMF2 0.0142677
TRMT5 0.0142359
KCTD19 0.0142204
WDYHV1 0.0142115
KIAA1671 0.0141939
MTMR8 0.0141780
PARP4 0.0141698
ODF2 0.0141369
PTBP3 0.0141203
RNF126 0.0141110
EMD 0.0140901
EME1 0.0140736
BOLA3 0.0140638
AAMP 0.0140586
TOB2 0.0140443
TMEM14A 0.0140199
RASSF1 0.0139876
FBXO9 0.0139793
MINK1 0.0139765
RAD51B 0.0139692
APOA2 0.0139497
ANTXR2 0.0139401
ATP5J 0.0139261
CCDC150 0.0139109
HMOX1 0.0138979
SERHL2 0.0138958
C6orf132 0.0138765
TTC1 0.0138612
TSC22D2 0.0138156
SPRY4 0.0137951
INVS 0.0137754
SRBD1 0.0137600
ATP5B 0.0137526
HBS1L 0.0136799
SLC16A13 0.0136791
PTP4A3 0.0136534
TMEM208 0.0136466
PCBP3 0.0136352
SH3BP5L 0.0135930
OPA3 0.0135731
ETV3 0.0134964
DCAF13 0.0134925
TMEM199 0.0134889
PRKDC 0.0134658
SPAG7 0.0134420
INHBE 0.0134255
DGKH 0.0133919
MLF1 0.0133854
YTHDF2 0.0133595
NXNL1 0.0133594
ISCA2 0.0133513
KIAA2022 0.0133295
CETP 0.0133226
C21orf119 0.0133202
TRABD 0.0133001
HOXA4 0.0132970
MAGEC2 0.0132487
RNF165 0.0132376
MFN1 0.0132267
ZKSCAN4 0.0132080
TBCB 0.0132064
KIAA1841 0.0132006
SNRNP27 0.0131855
CAGE1 0.0131645
MBIP 0.0131545
LCLAT1 0.0131242
KDM5C 0.0131191
MTERFD1 0.0131097
ENTPD1 0.0130425
NSUN5 0.0130379
KDM1B 0.0130325
ESPL1 0.0129786
SDF4 0.0129594
CREM 0.0128791
PPIL2 0.0128492
DDX39B 0.0128465
RC3H2 0.0128274
SDCBP2 0.0128256
NAT10 0.0128242
SLBP 0.0128072
MVK 0.0127929
NFATC2 0.0127603
TOP2B 0.0127548
MCFD2 0.0127476
JTB 0.0127104
ORC5 0.0126818
NEGR1 0.0126641
CDX1 0.0126582
UBA1 0.0126527
VEGFC 0.0125592
KDM1A 0.0125322
B3GNT9 0.0125033
MED22 0.0124869
EIF3E 0.0124644
CUL4A 0.0124538
MRGPRF 0.0124468
RWDD2A 0.0124338
MROH7 0.0124102
SNX18 0.0124046
PICALM 0.0124013
RTN3 0.0123935
SERPINB4 0.0123161
CIB4 0.0122980
GBP3 0.0122925
PUSL1 0.0122646
WDR70 0.0122563
RBM23 0.0122502
OR4D2 0.0122455
NOL6 0.0122258
ATF6 0.0122235
FKRP 0.0122111
NCL 0.0121778
TRAFD1 0.0121559
DHDH 0.0121363
VDAC3 0.0121307
PSMD4 0.0121268
AP1S2 0.0121251
SCGB2A2 0.0121168
NRSN2 0.0121165
MAK16 0.0121019
CTRL 0.0120968
SRSF4 0.0120903
ELL2 0.0120870
B3GNTL1 0.0120845
TRIP12 0.0120740
SUV39H1 0.0120209
FAM219A 0.0120131
ZNF292 0.0120087
MKRN3 0.0119785
SORBS2 0.0119614
DPP4 0.0119554
KCNT1 0.0119338
C10orf25 0.0118851
PIK3R3 0.0118565
DOT1L 0.0118210
MAGEB2 0.0117839
SGMS1 0.0117569
TANGO2 0.0117367
NFYA 0.0117316
TAAR2 0.0117123
PDK3 0.0116808
AGBL3 0.0116363
ABHD3 0.0116293
DDB1 0.0115876
THAP8 0.0115708
MSI2 0.0115502
C6orf99 0.0115457
ARPC3 0.0115250
SLCO4C1 0.0114271
GOLT1B 0.0114039
OR4A15 0.0113835
SIGLEC12 0.0113183
TMEM159 0.0113008
GALNT1 0.0112547
KLK4 0.0112385
SMAP1 0.0112206
CBY1 0.0112199
SRSF7 0.0112165
OR6N1 0.0112072
LGSN 0.0111762
ADRA1D 0.0111377
FAIM3 0.0111266
MON1A 0.0110964
ID1 0.0110790
TIMM22 0.0110586
YWHAE 0.0110433
TRIM54 0.0110110
RNFT2 0.0110102
QRFPR 0.0110033
ARHGEF15 0.0109939
FAM185A 0.0109867
GTF3C4 0.0109697
CA6 0.0109299
TMEM203 0.0109167
EIF1AD 0.0108546
ALDH3B1 0.0108361
ASXL1 0.0108172
LMBR1L 0.0108164
NGDN 0.0108163
SF3A1 0.0108043
CDIP1 0.0107730
GAS2L1 0.0107558
ZNF821 0.0107073
PZP 0.0106936
FCRL3 0.0106879
IPO13 0.0106745
SBNO2 0.0106693
HS6ST2 0.0106683
NPLOC4 0.0106359
CRNN 0.0106258
FAM124A 0.0106200
SPTA1 0.0106191
FAM96A 0.0106049
ICAM5 0.0105867
PSPC1 0.0105618
TIMM8B 0.0105223
PLA1A 0.0105186
OR2H1 0.0105177
SWAP70 0.0105127
ZNF704 0.0104992
COA1 0.0104856
TRAPPC12 0.0104682
COQ2 0.0104489
NDUFS5 0.0104337
BRINP3 0.0103575
NDUFA8 0.0103458
DPF2 0.0103443
MRPS7 0.0103096
DCUN1D1 0.0102641
CRYAB 0.0102582
FBXL12 0.0102579
HIST2H2AC 0.0102357
FUBP1 0.0102035
MAP4K2 0.0101922
IFNLR1 0.0101787
GIPC1 0.0101725
GPX8 0.0101719
TOE1 0.0101610
CALD1 0.0101547
CANX 0.0101388
GALR2 0.0101336
HMGN4 0.0101056
ERCC5 0.0100993
KDELC1 0.0100901
GPR50 0.0100707
SUGT1 0.0100554
CCDC59 0.0100180
RABL6 0.0100131
ATP13A1 0.0100036
MAX 0.0099798
LRRC3 0.0099726
SFPQ 0.0099695
OR7A17 0.0099400
FAM188A 0.0099276
ERC2 0.0099246
CDR2 0.0099181
NDUFV1 0.0098947
NACC1 0.0098035
MYOD1 0.0097909
PIGS 0.0097813
TRIM35 0.0097800
FAM151A 0.0097778
MBLAC1 0.0097261
TAS2R60 0.0097247
TMEM92 0.0096490
CCDC177 0.0096474
ZSCAN5A 0.0096428
CSH1 0.0096392
IFNAR1 0.0096354
INF2 0.0096182
SLC35A2 0.0096150
CSNK1E 0.0096045
TAF1B 0.0095981
PPP3CC 0.0095972
RNF44 0.0095919
ZNF74 0.0095349
GUCD1 0.0095270
BNIP1 0.0095048
NDUFA11 0.0094698
FAM50B 0.0094457
BRD3 0.0094153
DDX24 0.0093745
PRRG3 0.0093547
CBX3 0.0093059
TRIM5 0.0093043
APBA2 0.0092634
OVCA2 0.0092506
AKAP8 0.0092443
CHTOP 0.0092125
RPL7 0.0092010
HIST1H3A 0.0091917
UBE2G2 0.0091908
FSTL1 0.0091882
S100PBP 0.0091845
KHDRBS1 0.0091761
MRPL38 0.0090979
MKLN1 0.0090758
KDELR1 0.0090506
B4GALNT2 0.0090464
ANKRD33B 0.0090315
METTL17 0.0090130
TCEAL2 0.0089843
MTDH 0.0089678
TMEM89 0.0089479
OR8J1 0.0089238
DMRT1 0.0089237
RINT1 0.0088813
HDGFL1 0.0088668
SCUBE3 0.0088218
FIP1L1 0.0088188
SENP5 0.0087887
GNL2 0.0087886
RPL32 0.0087883
TMEM86B 0.0087806
KCTD11 0.0087714
MT1E 0.0087614
FIG4 0.0087338
PTGES2 0.0087316
GPCPD1 0.0087049
PRCC 0.0086926
TRIOBP 0.0086540
ERICH1 0.0086296
LCE2A 0.0086004
TMED1 0.0085370
MCTP2 0.0085233
POLR2J2 0.0085175
KLRF1 0.0085078
SNRPD2 0.0085012
MOB1B 0.0084996
RAD23A 0.0084948
MERTK 0.0084898
PRKCD 0.0084858
FRMD4A 0.0084688
SYT3 0.0084582
ZNF783 0.0084447
HIST1H3J 0.0084183
GLRX5 0.0083734
MRPL51 0.0083381
HNRNPA3 0.0083119
C15orf62 0.0083105
NFYC 0.0082809
MUL1 0.0082260
ABCF2 0.0082214
ATP6V1F 0.0082206
POLR1B 0.0081952
ROBO3 0.0081896
P4HA1 0.0081778
SLC25A51 0.0081697
UBE2J2 0.0081609
GNAS 0.0081432
ZSCAN10 0.0081023
C5orf27 0.0080400
QRSL1 0.0080303
ARHGAP19 0.0080123
ATP13A5 0.0080031
RHNO1 0.0079895
CMTR2 0.0079852
ZNF296 0.0079707
EEF1A1 0.0079679
SUPT6H 0.0079571
TBC1D10B 0.0079528
TF 0.0079515
PANK2 0.0079226
ST13 0.0078988
BRI3BP 0.0078823
LZTR1 0.0078639
HNRNPF 0.0078508
SPIN4 0.0078444
DCT 0.0077996
SLC45A2 0.0077510
RTKN 0.0077188
ATXN1 0.0076735
MAMLD1 0.0076649
C3orf22 0.0076053
VSIG1 0.0075908
RNF8 0.0075898
ITPRIPL2 0.0075820
ZNF525 0.0075692
CCT8 0.0075582
TCHH 0.0075469
PPID 0.0074837
H2AFB2 0.0074763
FBXO22 0.0074291
THY1 0.0074254
TXNL4A 0.0073904
ARVCF 0.0073870
ZNF319 0.0073538
OPRK1 0.0073529
SETD5 0.0073465
CCDC169 0.0073260
PIP 0.0073045
EXTL3 0.0073003
C1orf74 0.0072896
RBM10 0.0072833
ACIN1 0.0072783
C2orf74 0.0072735
ALX4 0.0072450
CACNG3 0.0072393
PPY 0.0072353
MMP13 0.0072328
TTBK1 0.0071893
ANKS4B 0.0071784
ATP5A1 0.0071673
KCNJ15 0.0071608
TGDS 0.0071573
PARS2 0.0071501
FAM50A 0.0071467
CACNG5 0.0071419
DRP2 0.0071331
XRCC3 0.0071280
LMF1 0.0070970
SGK494 0.0070724
NLRP14 0.0070638
WDR59 0.0070637
DYRK1B 0.0070591
SLC39A2 0.0069981
RPL5 0.0069674
GRAP2 0.0069666
CHAT 0.0069375
DUSP9 0.0069369
SNX11 0.0069352
LIPC 0.0069121
EMP1 0.0068720
KRTDAP 0.0068399
FSCN1 0.0067777
STYX 0.0067554
PINLYP 0.0067275
SNRNP48 0.0067206
ATP13A3 0.0067087
PRPF4B 0.0066882
DYNLL1 0.0066797
ELAVL1 0.0066753
PROP1 0.0066723
CEBPD 0.0066692
RNF121 0.0066481
STAU1 0.0066434
TADA3 0.0066391
WDR64 0.0066287
TMEM200A 0.0065203
G6PD 0.0065119
MTPN 0.0064985
PFKFB4 0.0064856
ZNF786 0.0064663
GRWD1 0.0063911
PRB4 0.0063899
GGACT 0.0063890
WBP4 0.0063836
MAML2 0.0063787
ALOX12 0.0063620
TBL1XR1 0.0063498
FBLN1 0.0063495
UBE2F 0.0063075
PSIP1 0.0062877
SYNE1 0.0062852
CELA2A 0.0062638
TRPM5 0.0062624
GPR45 0.0062544
PPM1F 0.0062501
SFXN4 0.0062399
MMS19 0.0062015
NMD3 0.0061995
OTUD6A 0.0061805
NEB 0.0061793
ALPI 0.0061761
TRIML2 0.0061733
RAB11FIP4 0.0061679
DDX6 0.0061616
SUGP1 0.0061602
VSTM2L 0.0061571
ICT1 0.0061539
LRRC40 0.0061358
EBPL 0.0061343
GJA5 0.0061175
NDUFB2 0.0061136
REG1B 0.0060694
RPL27 0.0060674
GFM1 0.0060668
ARHGAP21 0.0060483
IQGAP2 0.0060459
STAT5B 0.0060344
GABRQ 0.0060340
UGT3A2 0.0059946
RBPJ 0.0059819
OR5A1 0.0059807
SETX 0.0059761
ZNF200 0.0059748
TNFRSF11A 0.0059727
TMEM107 0.0059350
ANKDD1A 0.0059328
CUL4B 0.0059270
SLC32A1 0.0059225
GNPDA1 0.0059097
ST3GAL2 0.0059066
GPR156 0.0059036
NDUFV2 0.0058987
C10orf12 0.0058847
CBLL1 0.0058815
PVRL3 0.0058722
PDLIM3 0.0058253
ZC3H15 0.0058027
AQP8 0.0058011
SKIV2L 0.0057929
CBX1 0.0057581
APOC4 0.0057347
ENTPD7 0.0057335
EPB41L3 0.0057122
PIGW 0.0057075
UPF1 0.0056930
PPARG 0.0056826
NUDC 0.0056639
PGRMC2 0.0056633
ZFAT 0.0056604
TPRA1 0.0056590
KDM4A 0.0056101
TFAM 0.0056083
RALBP1 0.0055698
RNF214 0.0055597
ATP4A 0.0055581
TBCD 0.0055544
TFE3 0.0055392
DLST 0.0055355
ZBTB17 0.0055345
PLA2G4D 0.0055185
BTNL3 0.0055062
SETDB1 0.0054830
CAMK4 0.0054811
ATG4C 0.0054741
EDC4 0.0054590
SLC3A1 0.0054522
ZIC4 0.0054484
BRIP1 0.0054199
C10orf11 0.0053958
TSC22D4 0.0053749
RAX 0.0053662
PCGF2 0.0053641
DYM 0.0053179
LGI2 0.0053096
RNF185 0.0052986
FKBP8 0.0052948
PCDHB8 0.0052761
TMEM220 0.0052648
ALDH9A1 0.0052388
METTL2A 0.0051905
MLXIPL 0.0051822
R3HDM1 0.0051808
UTRN 0.0051795
USP48 0.0051778
RABAC1 0.0051717
RORA 0.0051300
SRSF9 0.0050943
ZBTB8OS 0.0050922
DOCK3 0.0050777
AHR 0.0050683
G3BP1 0.0050483
STX10 0.0050283
CT47A11 0.0050020
C2CD2 0.0049874
STAB1 0.0049808
LAMP2 0.0049745
KLHL25 0.0049468
PRDX6 0.0048910
SLC22A3 0.0048832
IQGAP1 0.0048736
OR10P1 0.0048562
RBM18 0.0048104
NRGN 0.0047906
SLC6A5 0.0047806
FAT2 0.0047586
PTPLB 0.0047380
CCL1 0.0047336
GLTPD2 0.0047155
NR5A1 0.0047102
C1orf186 0.0047072
HSD17B6 0.0046198
GAL3ST4 0.0046188
ZNF502 0.0046128
HINT3 0.0046061
PPAP2B 0.0046020
USP12 0.0045915
SPATA13 0.0045897
GPAT2 0.0045628
NME9 0.0045460
TMEM161A 0.0045445
RBM15 0.0045295
ABCD2 0.0045142
POPDC3 0.0045122
C14orf166 0.0045018
EVPL 0.0044941
FOXC2 0.0044398
TUBB4B 0.0043878
LRRC37B 0.0043829
TH 0.0043668
KIAA1551 0.0043650
TREX2 0.0042642
PAF1 0.0042595
RHO 0.0042300
CENPH 0.0042244
BNIP2 0.0042144
MAGEB1 0.0041865
FOLR3 0.0041700
DNAH14 0.0041589
PPP2R1A 0.0041432
MORN3 0.0040980
SPIC 0.0040966
SLC38A2 0.0040921
PQBP1 0.0040729
HSP90AB1 0.0040662
CHP2 0.0040658
FHDC1 0.0040583
TNIP2 0.0040408
ORAI2 0.0040384
NOA1 0.0039652
LRRC28 0.0039561
DVL2 0.0039318
ZNF275 0.0039195
DQX1 0.0039186
NKAP 0.0039095
FSD1L 0.0038963
SLC29A4 0.0038914
SPATA32 0.0038866
HAUS6 0.0038765
AK3 0.0038374
PPP1R8 0.0038067
ZNF532 0.0037617
NUBP1 0.0037401
OR10H3 0.0037331
ZNF746 0.0036197
TAF6L 0.0036176
KCNA2 0.0035804
IMPDH1 0.0035667
RGS9BP 0.0035582
KIAA0226 0.0035182
HAND2 0.0035090
ADPRM 0.0034816
ACTA2 0.0034318
UBXN1 0.0034196
KRT2 0.0034080
NSUN6 0.0033991
TAF12 0.0033676
CCDC155 0.0033514
RBM34 0.0033432
C20orf144 0.0033242
GRAP 0.0032914
RAB40B 0.0032858
FBXL8 0.0032671
BPI 0.0032644
ZMAT5 0.0031786
KDM5D 0.0031684
OSR1 0.0031586
TTF2 0.0031008
RPL3 0.0030970
DOPEY1 0.0030834
TMPRSS2 0.0030812
ERH 0.0030691
CDC5L 0.0030601
SAMD4B 0.0030400
PTH2 0.0030368
SORT1 0.0030250
EXOC3L4 0.0030223
LIG3 0.0029747
SCAF1 0.0029596
COL18A1 0.0029551
TMED2 0.0029416
FAM65A 0.0029356
HIST1H2BF 0.0029172
ZNF274 0.0029028
FAM13A 0.0028875
COMMD9 0.0028840
NFKBIL1 0.0028702
PBOV1 0.0028560
TFG 0.0028512
MDN1 0.0028466
KCMF1 0.0028365
CORO2A 0.0028321
CYP17A1 0.0028281
ACAA1 0.0028246
CARD8 0.0027828
POP5 0.0027754
NEU4 0.0027447
SLC25A45 0.0027248
FAM90A1 0.0027085
PAQR3 0.0027061
LRP5L 0.0027019
EPB41L4A-AS2 0.0026933
PAOX 0.0026878
KHSRP 0.0026745
SACS 0.0026200
COMMD8 0.0026128
IRX6 0.0026031
PIK3CA 0.0025462
TXNRD3 0.0025061
BCL2L13 0.0024760
PITHD1 0.0024655
LIPH 0.0024316
PNMA6A 0.0024062
KLK1 0.0023820
SLCO4A1 0.0023654
OAZ1 0.0023544
C2CD4C 0.0023516
PKNOX2 0.0023094
PGLYRP4 0.0022976
CDK11B 0.0022689
UMODL1 0.0022601
ACTR1B 0.0022591
DPYSL3 0.0022323
GLMN 0.0022295
COX7A2 0.0021801
FAM47C 0.0021784
TMPRSS5 0.0021763
TNNT2 0.0021375
FADS3 0.0021374
NUMB 0.0021211
PIK3CB 0.0021133
LYPLA2 0.0020676
CYP2F1 0.0020315
ZFYVE26 0.0020268
STX4 0.0020040
PRPS2 0.0019956
TJAP1 0.0019893
MAP2K4 0.0019760
CATSPER1 0.0019745
YTHDF1 0.0019725
SCLT1 0.0019352
ATXN2L 0.0019233
RASSF9 0.0018782
SLC39A8 0.0018182
HEATR6 0.0018146
ZG16 0.0018026
GPATCH1 0.0018009
RAD51D 0.0017924
RARB 0.0017859
DIRAS3 0.0017857
GLOD4 0.0017835
ANAPC10 0.0017827
NEURL4 0.0017762
FXR2 0.0017750
DEPDC5 0.0017693
PCDH17 0.0017567
GOPC 0.0017530
VPS11 0.0017321
ERCC3 0.0017317
CTNS 0.0017124
FAM49B 0.0017097
UBE2M 0.0017057
VCY 0.0017002
ESYT3 0.0016929
ZDHHC16 0.0016463
OR6K2 0.0016139
PHACTR1 0.0016117
TSEN15 0.0016115
TMEM131 0.0015985
KCNK9 0.0015800
CBX5 0.0015187
UTP11L 0.0014453
IRF9 0.0014122
WSB1 0.0014008
SDAD1 0.0013979
TLR5 0.0013928
IMMT 0.0013871
ZFPL1 0.0013729
UCMA 0.0013606
H3F3C 0.0013440
MALT1 0.0013365
ACTRT3 0.0013334
KIAA1161 0.0012822
SLC35F6 0.0012429
FAM69A 0.0012292
OPHN1 0.0012232
AMACR 0.0011952
ACP1 0.0011655
SUMO1 0.0011405
IMP4 0.0011270
ALKBH5 0.0011142
NEU1 0.0011123
IBSP 0.0010579
SLC15A2 0.0010558
SGTB 0.0010548
BVES 0.0010313
HMGXB4 0.0009902
UBE2O 0.0009780
MED4 0.0009715
RPL10 0.0009538
DDRGK1 0.0009396
TAS1R1 0.0009221
SPATA3 0.0008992
EXOSC2 0.0008819
KCNJ12 0.0008740
NKX3-2 0.0008735
PPIE 0.0008613
TYK2 0.0008541
GOLIM4 0.0008259
RPL6 0.0008182
ACAD9 0.0008099
HADHB 0.0008011
VKORC1 0.0007867
LDOC1L 0.0007762
ZNF410 0.0007760
SMYD5 0.0007471
KLK13 0.0007370
NRF1 0.0007303
GEMIN6 0.0007178
HOXA9 0.0007066
HDAC4 0.0006913
TMEM95 0.0006494
MYLK 0.0006335
MRPL3 0.0006294
LPHN2 0.0005517
FUT2 0.0005418
C11orf68 0.0005413
AGTPBP1 0.0005344
PARP15 0.0005250
HSCB 0.0004753
ZFR 0.0004688
ATOX1 0.0004486
VNN3 0.0004476
PNMA3 0.0004476
NSUN4 0.0004449
DDX42 0.0004301
IPMK 0.0004177
ZNF879 0.0004009
FAXC 0.0003564
ABCG5 0.0003352
IST1 0.0003255
OR8U1 0.0003220
SAMD8 0.0003110
R3HCC1L 0.0002867
CDC42EP4 0.0002633
UTP14A 0.0002631
ZGPAT 0.0002434
CDYL 0.0002315
CALR3 0.0002302
LYPD3 0.0002199
RSPRY1 0.0002100
NDST2 0.0002076
UBAP2L 0.0001986
FRMD3 0.0001804
FOXA2 0.0001802
PIK3IP1 0.0001688
KLK14 0.0001566
ZDHHC7 0.0001097
DCSTAMP 0.0001082
FASTKD2 0.0000886
TEPP 0.0000652
SESN2 0.0000560
SIKE1 0.0000371
SUSD5 0.0000300
SNAP29 0.0000026
RPL36AL 0.0000024
C21orf128 -0.0000112
PIGM -0.0000233
SNAPC5 -0.0000411
STARD3NL -0.0000671
SLC13A2 -0.0000711
FGFBP2 -0.0000741
ARL11 -0.0000796
CUZD1 -0.0000845
PPP4R2 -0.0001014
PKHD1L1 -0.0001061
EPO -0.0001104
TRIM37 -0.0001122
NSMCE4A -0.0001201
GPATCH4 -0.0001441
ADCK2 -0.0001705
SMARCA2 -0.0001742
ALG2 -0.0001884
HS3ST3A1 -0.0002555
BEST1 -0.0002668
CHPF -0.0002787
FXYD7 -0.0002809
EPN3 -0.0002810
GPR63 -0.0002849
WRAP53 -0.0003217
CLSTN3 -0.0003321
ENY2 -0.0003519
TOR1B -0.0003539
ALKBH3 -0.0003826
BARX2 -0.0004023
BAG5 -0.0004245
HNRNPH1 -0.0004387
EFNA3 -0.0004580
TAB1 -0.0004842
GUCY1A2 -0.0005167
HAT1 -0.0005248
VWCE -0.0005278
CEPT1 -0.0005352
TTC38 -0.0005606
TMCO5A -0.0005785
NBAS -0.0006173
RANBP10 -0.0006328
SIRPB1 -0.0006492
HM13 -0.0006727
DIRC2 -0.0006735
TMEM31 -0.0006830
APBA1 -0.0006846
DCLRE1A -0.0006872
ZNF205 -0.0007005
THADA -0.0007011
CRAT -0.0007037
ZCCHC9 -0.0007116
GYS1 -0.0007177
MEF2BNB -0.0007568
LANCL3 -0.0007579
H1FOO -0.0007827
WRN -0.0007926
MAP4 -0.0007972
LRRC8A -0.0007993
ADORA2A -0.0008383
C11orf85 -0.0008545
URB1 -0.0008694
SLC2A12 -0.0008727
ACVR2A -0.0008888
OR1L3 -0.0009015
PYGO2 -0.0009076
GLTSCR1 -0.0009104
LAMP1 -0.0009142
OR10A4 -0.0009255
DPPA5 -0.0009574
POLR1A -0.0009614
MMACHC -0.0009746
MS4A5 -0.0009985
CCDC85C -0.0010357
ZNF628 -0.0010695
CACNA1S -0.0010767
ATP8A1 -0.0010865
EIF2S2 -0.0010920
KIAA0391 -0.0010998
ABL1 -0.0011030
ASXL2 -0.0011202
ZNF569 -0.0011330
MITF -0.0011781
HLTF -0.0011923
ILKAP -0.0011982
LAMA1 -0.0012028
PAPLN -0.0012054
DTYMK -0.0012157
MAS1L -0.0012203
CRK -0.0012408
IDH3B -0.0012584
PLA2G6 -0.0012742
EXOSC9 -0.0012806
ZNF518B -0.0012937
STRADA -0.0013092
MLLT3 -0.0013149
CHKA -0.0013346
MED23 -0.0013382
USP3 -0.0013416
PRR3 -0.0013610
ROBO1 -0.0013737
KCNQ2 -0.0013862
TBC1D15 -0.0013912
RTCA -0.0013936
NAALADL1 -0.0014076
ARMCX3 -0.0014091
DIP2A -0.0014206
PTPRE -0.0014346
TSKU -0.0014407
FAU -0.0014792
CHRM2 -0.0015048
FBXW5 -0.0015151
HERC6 -0.0015385
GUK1 -0.0015409
C5AR1 -0.0015420
MRPL1 -0.0015456
DOCK9 -0.0015706
SLC47A1 -0.0016548
CRYBB2 -0.0016588
PIK3R6 -0.0016605
GALNT18 -0.0016785
ZNF496 -0.0016968
TINF2 -0.0017065
USP21 -0.0017163
FHL3 -0.0017458
INSIG1 -0.0017943
HP -0.0017961
MZT1 -0.0018131
SAR1B -0.0018399
IL1F10 -0.0018524
NXF1 -0.0018564
SRP54 -0.0018579
ATF7IP -0.0018674
HSPE1 -0.0019042
NRP1 -0.0019320
DDN -0.0019492
PCDH8 -0.0019497
TARS2 -0.0019776
CCNK -0.0019848
TRIM56 -0.0019939
SNPH -0.0020145
AP4M1 -0.0020205
UBA5 -0.0020315
ADAMTSL5 -0.0020471
MRPL52 -0.0020472
ENTHD1 -0.0020725
TMEM69 -0.0021223
MSRA -0.0021415
FHL2 -0.0021759
MYPOP -0.0021842
SH2D4A -0.0022140
C1orf177 -0.0022374
GINM1 -0.0022781
FMO4 -0.0022807
PDRG1 -0.0022875
CNOT7 -0.0022877
IRF2 -0.0022911
BTBD11 -0.0023084
ALG9 -0.0023303
SCN3A -0.0023430
SCYL3 -0.0023542
CASP7 -0.0023646
MAML1 -0.0023915
NDUFA1 -0.0023935
FMR1 -0.0024041
ACOT8 -0.0024525
FGF13 -0.0024703
MTMR1 -0.0024859
MPHOSPH8 -0.0024957
ZFP64 -0.0025054
ILVBL -0.0025219
PLXNC1 -0.0025385
TPRG1L -0.0025472
MED20 -0.0025786
FUS -0.0025789
C10orf90 -0.0025861
CGB2 -0.0025869
SLN -0.0025912
ACPT -0.0026314
CCDC127 -0.0026652
WDR1 -0.0026789
ITIH1 -0.0026864
MCRS1 -0.0027836
RSPH9 -0.0027856
RPS20 -0.0027863
ZNF8 -0.0027937
ZBTB1 -0.0028246
POLR2I -0.0028282
ZC3HC1 -0.0028471
OR52A1 -0.0028961
HOXD13 -0.0029132
RCBTB2 -0.0029252
YY1 -0.0029332
DPY30 -0.0029362
RRAD -0.0029621
ACKR2 -0.0029668
IDH3A -0.0029872
CLEC4M -0.0030389
UTP20 -0.0030455
ACADM -0.0030643
DRD5 -0.0030705
GABPB2 -0.0030712
NXPH1 -0.0030748
ZNF398 -0.0030782
HDHD3 -0.0031033
WNT1 -0.0031149
ZNF618 -0.0031328
FAM206A -0.0031498
AGTRAP -0.0031575
HOXD10 -0.0031794
SFR1 -0.0032155
TMEM53 -0.0032399
IRF2BPL -0.0032459
FAM46A -0.0032846
TTC31 -0.0032899
ZNF366 -0.0032925
CEP89 -0.0033071
ATP5L -0.0033144
TMEM194A -0.0033183
PPP2R1B -0.0033192
DFNA5 -0.0033352
KRT74 -0.0033452
MPO -0.0033516
SYNDIG1 -0.0033696
SUZ12 -0.0034102
GNB1 -0.0034148
CHERP -0.0034223
TXLNG -0.0034539
CAPN3 -0.0035278
SNX7 -0.0035279
ZNF485 -0.0035475
XRCC4 -0.0035896
PRPF40A -0.0035913
INS -0.0036280
CRLF2 -0.0036314
LMO3 -0.0036465
PROX1 -0.0036670
LGALS4 -0.0036775
PROSER2 -0.0036827
LAMTOR1 -0.0037089
PCK2 -0.0037147
FXR1 -0.0037223
NPAS3 -0.0037480
DNAH3 -0.0037929
HTR3E -0.0038191
ERAP2 -0.0038314
RANBP6 -0.0038406
DNM1 -0.0038446
RPS27 -0.0038592
OVOL3 -0.0038850
TSPYL5 -0.0039007
CHKB -0.0039109
ZNF18 -0.0039529
CTNNBL1 -0.0039847
DDX41 -0.0040167
GMPPA -0.0040199
INSRR -0.0040417
ACD -0.0040671
MOCOS -0.0040872
THUMPD2 -0.0041179
ACTA1 -0.0041698
DSG3 -0.0041739
SCARA5 -0.0041741
OPA1 -0.0041942
FBXL4 -0.0042143
HERPUD2 -0.0042281
DDX27 -0.0042298
TERF2 -0.0042311
SMG9 -0.0042319
ANGEL1 -0.0042563
C17orf53 -0.0042713
CHRM3 -0.0042887
OSBP -0.0042896
GPR4 -0.0043127
TEX29 -0.0043211
CSGALNACT2 -0.0043247
BAMBI -0.0043261
C1orf115 -0.0043722
VGLL4 -0.0044121
ALDH16A1 -0.0044339
TREML1 -0.0044384
MALSU1 -0.0044420
EDF1 -0.0044487
DVL3 -0.0044866
SLC25A47 -0.0044940
PARD6G -0.0044988
PCDHGC5 -0.0045131
LHX3 -0.0045218
SFTPA2 -0.0045225
C14orf80 -0.0045373
GNB2 -0.0045822
MYC -0.0045907
SIAH1 -0.0046068
RGP1 -0.0046603
LUM -0.0047026
UHRF1BP1 -0.0047081
OR10T2 -0.0047133
BRWD3 -0.0047141
KAT7 -0.0047271
MRPS18B -0.0047495
FAM160B1 -0.0047716
PDE6D -0.0047738
TOMM20L -0.0047744
NCR1 -0.0047885
CAMK2G -0.0047890
SEC24C -0.0048217
TSPAN18 -0.0048414
MTTP -0.0048610
TUSC3 -0.0048617
ASB1 -0.0048635
GDPD5 -0.0048655
FARSA -0.0048981
LCT -0.0049165
GTF2H1 -0.0049652
SEC16B -0.0049723
PSEN1 -0.0049730
AHCY -0.0049842
SPRY2 -0.0050039
GUCY2C -0.0050621
MLC1 -0.0050672
CIC -0.0050857
CCDC168 -0.0050968
MTBP -0.0051063
TAF1C -0.0051095
CD300LB -0.0051200
CYP11B1 -0.0051304
C21orf67 -0.0051345
C14orf182 -0.0051387
ZNF133 -0.0051509
SULT1C2 -0.0051775
PRMT6 -0.0051837
ARHGEF7 -0.0052447
S1PR5 -0.0052469
VMAC -0.0052696
RAB15 -0.0052896
DCTN5 -0.0052907
HNRNPA1L2 -0.0053033
TAF8 -0.0053092
FAM168B -0.0053237
AP1S1 -0.0053488
CLEC5A -0.0053518
LANCL2 -0.0053550
GAS6 -0.0054545
PABPC1L2B -0.0054550
VPS45 -0.0054791
CHRNB1 -0.0054799
TPRX1 -0.0054838
HNRNPD -0.0054984
DTL -0.0055345
MAPKAPK5 -0.0055475
ABR -0.0055570
PICK1 -0.0055862
ADAM33 -0.0056137
H3F3A -0.0056141
EHMT2 -0.0056945
GLTP -0.0057281
SPINK2 -0.0057494
CLK2 -0.0057702
ARAF -0.0057715
C8A -0.0057722
UQCRC1 -0.0057768
ITGA1 -0.0057936
RDM1 -0.0057990
SCYL2 -0.0058006
KLF1 -0.0058036
MMADHC -0.0058195
FBXO42 -0.0058888
GTF2F2 -0.0058919
CLINT1 -0.0058981
PGBD2 -0.0058988
FKBP7 -0.0059056
PUM2 -0.0059080
GNPTAB -0.0059258
C9orf72 -0.0059729
ZNF593 -0.0059770
OTX1 -0.0060029
CTBP1 -0.0060630
CISD3 -0.0060699
SGCE -0.0060757
GMEB2 -0.0061225
VBP1 -0.0061839
C21orf90 -0.0061845
TRIP4 -0.0061936
ZC3H12D -0.0062112
ABCB7 -0.0062264
INTS9 -0.0062469
POU5F2 -0.0062732
IGSF3 -0.0062903
FAM135A -0.0062978
ZNF570 -0.0063067
KIAA1033 -0.0063492
MICA -0.0063517
ASPG -0.0063528
TMEM62 -0.0063572
CASQ1 -0.0063615
NPPB -0.0064426
BIRC7 -0.0064701
MYNN -0.0064738
USP15 -0.0064808
TIMELESS -0.0064893
ELOF1 -0.0064906
SAPCD1 -0.0064927
CASP14 -0.0064997
TNFSF15 -0.0065031
ZSCAN2 -0.0065192
SUPT16H -0.0065478
RPUSD4 -0.0065573
FZD1 -0.0066090
LENG8 -0.0066104
C8G -0.0066353
GFRA2 -0.0066420
GNB3 -0.0066422
HIST1H2BD -0.0066439
DEFA4 -0.0066535
RNF144A -0.0066669
ASPDH -0.0066735
OGFOD3 -0.0067021
SLC35D3 -0.0067139
MLF2 -0.0067295
RPL10A -0.0067342
CHMP3 -0.0067407
OLFML1 -0.0067484
DACT2 -0.0067491
PLEKHM1 -0.0067517
ITSN2 -0.0067934
COL6A2 -0.0068127
SLC6A19 -0.0068172
GAST -0.0068228
SSH1 -0.0068242
CCR3 -0.0068305
PPIC -0.0068496
RECQL -0.0068557
ZSCAN12 -0.0068604
C22orf15 -0.0068777
CPXM2 -0.0068787
HNRNPUL2 -0.0068862
PKDREJ -0.0068916
PPT1 -0.0069036
DNAL4 -0.0069084
TNNI1 -0.0069461
MPL -0.0069557
TRAIP -0.0069603
CCDC37 -0.0069618
DOCK5 -0.0069748
HECTD3 -0.0069845
TATDN1 -0.0070000
C4orf3 -0.0070009
RNPS1 -0.0070054
LLGL1 -0.0070065
MED12 -0.0070281
MRPL13 -0.0070526
C2orf49 -0.0070583
TRIM24 -0.0070652
MPHOSPH9 -0.0070722
SH3RF2 -0.0070858
KAT5 -0.0071135
FCN2 -0.0071198
SLC35A5 -0.0071242
C1orf50 -0.0071555
WDR92 -0.0071785
CNTNAP5 -0.0071799
CRCT1 -0.0071972
RIMBP3 -0.0072079
C12orf36 -0.0072195
PAPL -0.0072280
MAPK6 -0.0072512
POU3F3 -0.0072617
ALKBH2 -0.0072766
WRAP73 -0.0072773
TXNRD1 -0.0073290
DPH5 -0.0073515
VWA7 -0.0073572
ARHGEF11 -0.0073669
ARSE -0.0074924
CDK2 -0.0075412
CLPX -0.0075992
SOX30 -0.0075996
WNT9B -0.0076026
FLCN -0.0076121
GPR34 -0.0076184
ANKFY1 -0.0076254
EIF4ENIF1 -0.0076306
DLEU1 -0.0076455
C7orf61 -0.0076742
ERCC1 -0.0076745
ZNF280B -0.0076945
RAD54L2 -0.0077396
CCDC90B -0.0077754
HMGCS2 -0.0078417
CNTF -0.0078569
FARSB -0.0078711
SNX27 -0.0078965
GALK1 -0.0079093
SOAT2 -0.0079291
S1PR1 -0.0079577
ALK -0.0079591
LALBA -0.0080220
COL4A1 -0.0080268
DHRSX -0.0080317
RECK -0.0080411
OXCT2 -0.0080419
PRTFDC1 -0.0080499
PPIA -0.0080526
CNPY4 -0.0080565
SLITRK4 -0.0080609
ACBD5 -0.0080782
ZNF76 -0.0080904
CDKN2D -0.0080966
DNAAF2 -0.0081007
INPP5F -0.0081038
TP53INP2 -0.0081171
NFATC1 -0.0081220
KRTAP1-3 -0.0081462
TRIAP1 -0.0081552
AIRE -0.0081571
SYMPK -0.0081647
SRRT -0.0081867
RPS17 -0.0082166
DNAJC10 -0.0082413
KRT28 -0.0082437
C5orf22 -0.0082451
GLTPD1 -0.0082593
YY1AP1 -0.0082939
PTPN14 -0.0082993
SMC1A -0.0083101
ANPEP -0.0083214
SMYD4 -0.0083716
LOR -0.0083732
RNFT1 -0.0083918
PHACTR4 -0.0083972
UTP3 -0.0084002
SERPINA9 -0.0084020
PDZD11 -0.0084086
SCFD2 -0.0084133
PCGF1 -0.0084161
ERN1 -0.0084309
DCBLD2 -0.0084331
C1orf159 -0.0084623
THBD -0.0084791
UCKL1 -0.0084807
CHUK -0.0084843
AXDND1 -0.0084873
HNRNPCL1 -0.0085244
WDR75 -0.0085392
GLE1 -0.0085665
TCEB3 -0.0085791
AMOTL1 -0.0085951
FAM21A -0.0086475
GPR157 -0.0086604
NCBP2 -0.0086688
LRRC41 -0.0086806
AP4B1 -0.0086994
RGS14 -0.0087000
RBM14 -0.0087057
U2AF1L4 -0.0087269
ST5 -0.0087287
GYG2 -0.0087343
PUS10 -0.0087372
MFSD6 -0.0087520
ANKRD65 -0.0087652
RNF181 -0.0088374
RMI1 -0.0088423
NFRKB -0.0088693
RGS3 -0.0088745
TONSL -0.0088878
KIAA1045 -0.0089002
ISM2 -0.0089093
SIRT4 -0.0089498
SLC7A6OS -0.0089790
THOC1 -0.0090219
TRNT1 -0.0090988
RAP1B -0.0091182
PCBP1 -0.0091338
HAUS4 -0.0091490
TMEM251 -0.0091499
HOXA10 -0.0091503
C9orf156 -0.0091750
IMP3 -0.0092069
POLR3B -0.0092177
BASP1 -0.0092235
RAB1B -0.0092238
PHF6 -0.0092447
UPK1A -0.0092772
PLRG1 -0.0092871
AMIGO3 -0.0092876
ELOVL4 -0.0093373
OR8H1 -0.0093428
ARHGAP11A -0.0093536
KIAA1143 -0.0093782
RPS21 -0.0093790
NOX1 -0.0094080
PAXBP1 -0.0094586
POLR3G -0.0094611
FARP1 -0.0094785
FERMT1 -0.0094833
DMRT3 -0.0094921
OCRL -0.0095044
DCST1 -0.0095168
IGSF5 -0.0095364
IFITM10 -0.0095413
INIP -0.0095551
CFB -0.0095589
MMP20 -0.0095656
C17orf77 -0.0095715
TAZ -0.0096136
ESRP1 -0.0096197
HAND1 -0.0096283
USMG5 -0.0096365
TERT -0.0096632
PHIP -0.0096771
MLX -0.0096974
TAF10 -0.0097100
ADD3 -0.0097295
POMP -0.0097436
SVIL -0.0097591
FIGN -0.0097741
MYO5A -0.0097923
ATG2A -0.0098016
POLR3F -0.0098083
GAS2L3 -0.0098119
OXSR1 -0.0098347
GADD45G -0.0098376
ZFP82 -0.0098632
SIN3B -0.0098880
GGA3 -0.0098947
ZBTB25 -0.0099429
FIBCD1 -0.0099431
CELA1 -0.0099488
ZNF579 -0.0099722
PSG2 -0.0099795
ABL2 -0.0099863
SCGB2B2 -0.0100008
ACP6 -0.0100150
SNAPC4 -0.0100519
TSN -0.0100619
CEP170 -0.0100841
C7orf55 -0.0100903
C6orf89 -0.0101082
IL12B -0.0101123
FGF11 -0.0101463
OR1D5 -0.0101680
KCNJ1 -0.0101978
ABCA1 -0.0102020
UXT -0.0102031
ZNF2 -0.0102062
ROR1 -0.0102135
UBLCP1 -0.0102204
PRRG4 -0.0102265
PRMT5 -0.0102309
ACBD4 -0.0102466
CIDEB -0.0102570
NT5DC1 -0.0102805
POU4F2 -0.0102936
KAZN -0.0103026
H1FX -0.0103144
ARHGEF18 -0.0103645
PLGRKT -0.0103660
RBMX -0.0103989
RAB23 -0.0104273
MAST2 -0.0104706
CIZ1 -0.0105012
GHRH -0.0105059
RPL36A -0.0105778
IFIT5 -0.0105894
CDC27 -0.0105970
XXYLT1 -0.0106196
SNAP47 -0.0106296
ARL8B -0.0106313
PLXNB3 -0.0106645
ANKRD17 -0.0106686
RBM4 -0.0106816
AGO1 -0.0107026
MAGEF1 -0.0107381
ABCC4 -0.0107479
ABHD11 -0.0107526
ARIH1 -0.0107605
NR1H2 -0.0107616
SPG20OS -0.0107724
CHRNB3 -0.0107807
MRPL33 -0.0107816
COX5B -0.0108047
CDC37L1 -0.0108047
FAM45A -0.0108068
PSMA1 -0.0108092
UNC93A -0.0108216
PEF1 -0.0108252
ACER1 -0.0108427
HSD3B2 -0.0108452
IL1RAPL2 -0.0108460
PPP3R1 -0.0108517
HOMER1 -0.0108613
GPR75 -0.0108633
TNFSF12 -0.0108754
GDF2 -0.0108912
KLHDC7A -0.0109568
P2RY2 -0.0110106
DIAPH2 -0.0110292
KIF24 -0.0110332
NR2E1 -0.0110519
API5 -0.0110717
NOTUM -0.0110903
EPGN -0.0110949
SPERT -0.0111050
MTMR3 -0.0111107
TMCO2 -0.0111410
TRAPPC4 -0.0111619
RAD54B -0.0111777
ZDHHC3 -0.0111888
BSND -0.0111928
SMTNL2 -0.0111960
KLHL5 -0.0112170
TMEM155 -0.0112530
P2RY12 -0.0112713
UCN2 -0.0112905
DHX8 -0.0112964
PADI1 -0.0113204
GNL3L -0.0113337
ZBTB34 -0.0113640
MTHFSD -0.0113772
MVB12B -0.0113998
POLR3H -0.0114148
VAMP2 -0.0114165
TRMT2B -0.0114509
RXFP4 -0.0114569
JUP -0.0114755
PIK3C2B -0.0114765
USP17L25 -0.0114840
PPP5C -0.0114892
SETDB2 -0.0114958
KDM3A -0.0114987
CACNB1 -0.0115033
PRKAG1 -0.0115041
MRRF -0.0115255
FCAR -0.0115272
IFRD2 -0.0115295
SEC61A2 -0.0115329
F2RL3 -0.0115942
NKIRAS1 -0.0116300
FAM199X -0.0116384
METTL23 -0.0116475
AURKAIP1 -0.0116676
TSEN34 -0.0116690
DCAF11 -0.0116768
NDUFA12 -0.0116778
PROKR1 -0.0116813
UAP1L1 -0.0117169
NDOR1 -0.0117537
FASTKD3 -0.0117539
POLR3GL -0.0117761
PRRC2B -0.0118076
IL5RA -0.0118508
FOSL2 -0.0118555
EBNA1BP2 -0.0118702
RPTOR -0.0118823
LYZL1 -0.0118972
WFDC5 -0.0119238
HSF5 -0.0119276
PPP1R2 -0.0119426
SLC12A4 -0.0119647
EIF5A2 -0.0120047
TCF23 -0.0120138
C7orf31 -0.0120343
EFEMP1 -0.0120416
YWHAG -0.0120457
ZNF562 -0.0120765
RBM8A -0.0121025
XAGE3 -0.0121079
NKX6-3 -0.0121082
SLC26A7 -0.0121089
FSD1 -0.0121295
NTRK1 -0.0121490
C1RL -0.0121705
NOL4 -0.0121713
CKB -0.0121966
PCNT -0.0122049
BOC -0.0122222
PAK2 -0.0122348
ZNF383 -0.0122487
C20orf201 -0.0122565
EPHA2 -0.0122697
KRT76 -0.0122756
UBA6 -0.0123053
TREH -0.0123076
CENPV -0.0123535
HMG20B -0.0123656
CSN1S1 -0.0123681
SIX3 -0.0123757
RAPGEF5 -0.0123764
HIST1H4A -0.0123812
ZNF142 -0.0123921
C10orf76 -0.0124096
TMED7-TICAM2 -0.0124245
TFB2M -0.0124365
IL17A -0.0124554
OR10H4 -0.0124659
SIMC1 -0.0124717
MPLKIP -0.0124974
SNX14 -0.0125060
KHK -0.0125087
TTLL12 -0.0125295
ARNT -0.0125390
NDUFA3 -0.0125587
SLC25A21 -0.0125665
GPD2 -0.0125750
CD200R1 -0.0126432
MYBPC1 -0.0126742
CEP85 -0.0126745
PHOX2A -0.0126792
GCDH -0.0126852
HNRNPR -0.0126954
TAMM41 -0.0126988
HES7 -0.0127219
TBL2 -0.0127257
RDH14 -0.0127586
PPAT -0.0127594
ULK1 -0.0127644
PHB2 -0.0127673
FAM170A -0.0127678
SHISA5 -0.0127983
GDPD2 -0.0127994
BRD1 -0.0128328
SRSF5 -0.0128426
TXN2 -0.0128529
MRGPRE -0.0128686
DUSP23 -0.0128747
RPAIN -0.0128785
PLEKHB2 -0.0129099
CDC42EP2 -0.0129288
ZFAND2B -0.0129467
CDK11A -0.0129494
WASF2 -0.0129779
LSM14B -0.0129802
BET1 -0.0130080
TMEM255B -0.0130240
FAM105A -0.0130293
BCL10 -0.0130293
DTX4 -0.0130540
CDK5RAP1 -0.0130890
HRH2 -0.0130894
GPR31 -0.0130988
TMX2 -0.0131083
ZNFX1 -0.0131089
DENND1A -0.0131211
GPR113 -0.0131267
CCDC42B -0.0131282
OR1E1 -0.0131505
WDR3 -0.0131564
CYP4A11 -0.0131835
EIF2B4 -0.0131947
ST8SIA2 -0.0131993
SKIL -0.0132012
PRKCSH -0.0132025
PACRG -0.0132202
FAM3C -0.0132373
NKIRAS2 -0.0132503
MOSPD2 -0.0132814
FAM9C -0.0132909
RBMXL1 -0.0132997
TRIM31 -0.0133016
C9orf92 -0.0133101
PRSS21 -0.0133128
NXPE4 -0.0133438
OR10J3 -0.0133468
COMMD7 -0.0133528
NR6A1 -0.0133549
SLC30A6 -0.0133633
CCAR1 -0.0133821
CCR4 -0.0133885
SMIM2 -0.0134000
SYN1 -0.0134045
APTX -0.0134306
LIMS2 -0.0134353
SLC38A7 -0.0134368
GBA2 -0.0134413
RAB12 -0.0134437
ACSM3 -0.0134612
IMPG2 -0.0134748
VDAC2 -0.0134780
AKNA -0.0134806
TMEM52B -0.0135098
DUOXA2 -0.0135187
PGBD5 -0.0135340
TRPC6 -0.0135341
PTCH2 -0.0135484
SHANK1 -0.0135508
CERS3 -0.0135681
EIF2B1 -0.0135763
EIF3M -0.0135768
CYP2S1 -0.0135967
PDLIM7 -0.0136035
OTUD4 -0.0136123
C7orf43 -0.0136231
TICAM1 -0.0136271
C2orf44 -0.0136440
MRPS14 -0.0136768
SLC39A14 -0.0136905
MYO3A -0.0137090
C14orf142 -0.0137175
SNUPN -0.0137219
EIF3B -0.0137790
SIX5 -0.0138183
SLC34A1 -0.0138337
SLC12A7 -0.0138643
PEAR1 -0.0138685
TCERG1 -0.0138798
SPINK6 -0.0138926
EMG1 -0.0138937
ARHGEF19 -0.0139011
TRIM46 -0.0139060
DUSP1 -0.0139140
CTTNBP2NL -0.0139153
CAMK1 -0.0139253
DHRS3 -0.0139319
KCTD8 -0.0139702
OR51B5 -0.0139897
PIAS1 -0.0140076
CYP2C18 -0.0140207
UBE3D -0.0140218
CST1 -0.0140227
LRRTM1 -0.0140234
DENR -0.0140454
HTATIP2 -0.0140460
BBS7 -0.0140612
UBQLN3 -0.0140614
PIGU -0.0140628
TMX1 -0.0140655
PRCD -0.0140785
GYLTL1B -0.0140811
BTNL8 -0.0140835
PALMD -0.0140870
FAM83A -0.0140997
YARS2 -0.0141097
GPR39 -0.0141293
MESDC1 -0.0141558
EHMT1 -0.0141566
NDUFS3 -0.0141575
GTF2A1 -0.0141628
DISC1 -0.0141683
FOXG1 -0.0142231
TEX101 -0.0142287
LPL -0.0142402
ARHGAP12 -0.0142464
ZDHHC19 -0.0142518
SOX2 -0.0142568
ANAPC5 -0.0143049
OXSM -0.0143190
GPX2 -0.0143273
RAD23B -0.0143924
CNIH1 -0.0144047
MVP -0.0144270
SAMD1 -0.0144341
RNF175 -0.0144411
TRIO -0.0144517
DDX23 -0.0144641
ZNF469 -0.0144750
SLC28A1 -0.0145234
ENTHD2 -0.0145524
REST -0.0145645
NKX2-1 -0.0145720
KRTAP4-6 -0.0145810
CCDC120 -0.0146020
CASC5 -0.0146092
USP43 -0.0146114
BTC -0.0146457
ZNF32 -0.0146464
BEND4 -0.0146805
CCL15 -0.0146872
HSD11B1L -0.0146876
HMGN2 -0.0147342
FAM212A -0.0147510
NDUFV3 -0.0147538
LSM5 -0.0147563
IL2 -0.0147666
TNFRSF13B -0.0147677
SRCIN1 -0.0147771
EIF6 -0.0147906
NEUROG2 -0.0148101
DOLK -0.0148197
MTG2 -0.0148308
GTF2B -0.0148638
ALKBH6 -0.0148702
TSEN54 -0.0148718
CD276 -0.0148786
CBX7 -0.0148855
MAPK11 -0.0148904
LACTBL1 -0.0148911
UPK1B -0.0148957
TBC1D10A -0.0149292
FSHR -0.0149365
C16orf86 -0.0149415
KRTAP4-5 -0.0149760
PROKR2 -0.0150027
FOLR4 -0.0150342
RYR3 -0.0150493
NDUFA13 -0.0150495
ZNF622 -0.0150607
LRRC63 -0.0150707
PSME1 -0.0150915
CDK2AP2 -0.0150941
NDUFB3 -0.0150948
SPAST -0.0151006
PTPN4 -0.0151040
SMPX -0.0151083
LUZP1 -0.0151093
DCLRE1B -0.0151309
MYEOV -0.0151432
ZDHHC13 -0.0151582
TMUB1 -0.0151661
ARL16 -0.0151854
CMTM1 -0.0151861
C17orf85 -0.0152140
ETV3L -0.0152701
LTBR -0.0152780
WBSCR16 -0.0152817
C2orf48 -0.0152862
GRM5 -0.0152957
ENDOG -0.0153782
TAS2R16 -0.0153819
CCDC93 -0.0153828
ITCH -0.0153931
ALG12 -0.0153976
EPHB1 -0.0154105
VIPAS39 -0.0154143
HADHA -0.0154522
LGALS1 -0.0154618
OTOP2 -0.0154670
OXCT1 -0.0154900
MAP3K13 -0.0154926
IFNB1 -0.0154939
ARFRP1 -0.0154991
CALHM1 -0.0155000
TULP1 -0.0155235
BTN1A1 -0.0155298
NT5C3B -0.0155398
HYLS1 -0.0155505
AP5B1 -0.0155525
AAK1 -0.0156018
MRPL35 -0.0156238
PURB -0.0156408
DNASE1L1 -0.0156711
L3MBTL4 -0.0156729
NOC4L -0.0156733
FAM111A -0.0156891
APRT -0.0157222
KRTAP3-1 -0.0157285
C5orf55 -0.0157596
RAB39A -0.0157859
OR2AP1 -0.0157935
OAF -0.0158081
CAMK1G -0.0158095
SLC35F5 -0.0158201
TTLL1 -0.0158376
AGK -0.0158475
PASD1 -0.0158476
C20orf27 -0.0158528
SFMBT1 -0.0158617
FAM131A -0.0159208
TMEM63A -0.0159340
ZNF330 -0.0159413
NPY4R -0.0159425
CCDC97 -0.0159680
MTMR6 -0.0159783
IKZF2 -0.0160145
KCNH4 -0.0160145
C8orf58 -0.0160453
CDH5 -0.0160460
MRPS11 -0.0160520
TAF2 -0.0160538
SNX15 -0.0160595
SPECC1L -0.0160608
GEMIN2 -0.0160897
LRRC18 -0.0160948
TPTE -0.0161397
ZNF202 -0.0161489
TCTE3 -0.0161610
HDAC8 -0.0161698
STXBP5 -0.0161780
FNDC3A -0.0161954
AASDHPPT -0.0161958
CTGF -0.0162048
IZUMO2 -0.0162193
PDE6H -0.0162336
MSC -0.0162466
C9orf85 -0.0162481
UROS -0.0162557
ICMT -0.0162783
OR5AP2 -0.0162810
ZC3H4 -0.0162852
CDH4 -0.0162911
ZP2 -0.0162913
C21orf59 -0.0162923
GNG2 -0.0162979
SMARCE1 -0.0163069
LPA -0.0163083
MIER1 -0.0163205
DYNC1LI2 -0.0163247
AVL9 -0.0163861
CCDC18 -0.0164097
LRRFIP2 -0.0164233
C2CD2L -0.0164422
SIGLEC11 -0.0164465
HIF3A -0.0164546
ACACA -0.0164973
ATP5E -0.0165121
FOSL1 -0.0165243
CLPP -0.0165245
ATXN1L -0.0165264
PADI3 -0.0165519
CLCNKA -0.0165528
DUOX2 -0.0165555
PIGY -0.0165821
MANBA -0.0166071
INO80D -0.0166196
ARL2 -0.0166303
SUMF2 -0.0166378
PCBP4 -0.0166641
TRPC4AP -0.0166928
TADA1 -0.0167363
GPR37 -0.0167411
RFPL3S -0.0167472
TAF1D -0.0167634
RBFOX2 -0.0167689
PAGE1 -0.0167783
LECT1 -0.0167814
RPS8 -0.0167847
ZNF70 -0.0167978
C6orf164 -0.0168105
PPP2R5B -0.0168165
CLEC12B -0.0168602
C1orf52 -0.0168938
MS4A7 -0.0169093
GEN1 -0.0169266
TRMT12 -0.0169950
MTIF3 -0.0169961
INPP5B -0.0170017
SLC24A4 -0.0170025
GCC1 -0.0170101
KRTAP9-2 -0.0170334
PNMAL2 -0.0170417
NHLRC2 -0.0170759
B4GALT7 -0.0170982
SLC25A3 -0.0171235
CNEP1R1 -0.0171365
NLK -0.0171521
ATP2B1 -0.0171602
UHRF1BP1L -0.0171697
CWF19L2 -0.0171747
DDX55 -0.0171881
LETM1 -0.0171904
SLC34A3 -0.0172078
PBRM1 -0.0172363
TPPP2 -0.0172381
DOPEY2 -0.0172510
CRYBG3 -0.0172535
RAB3IL1 -0.0172738
DAG1 -0.0172806
TP53INP1 -0.0172951
GABRG2 -0.0173043
WNK3 -0.0173230
VRK3 -0.0173268
PHKB -0.0173394
KEL -0.0173416
CCDC172 -0.0174070
MAK -0.0174109
MICB -0.0174222
GPR78 -0.0174241
SLC17A4 -0.0174355
SLC6A17 -0.0174414
HAO1 -0.0174842
JPH3 -0.0174886
TEX37 -0.0174961
PTCD3 -0.0175017
SPATA8 -0.0175019
EBAG9 -0.0175118
ARMC10 -0.0175402
SPTLC2 -0.0175620
CEP164 -0.0175726
MORC3 -0.0175913
NOC2L -0.0176239
USP49 -0.0176333
PNPLA5 -0.0176472
CPNE6 -0.0176594
XRCC2 -0.0176894
FAM69C -0.0176989
SLC22A14 -0.0177048
MTIF2 -0.0177469
AMBN -0.0177626
SLX1A -0.0177646
CHRNA1 -0.0177662
TMEM256 -0.0177678
OGG1 -0.0178112
EIF4A3 -0.0178221
SEP15 -0.0178266
NAA40 -0.0178282
MORF4L1 -0.0178321
YIPF6 -0.0178363
LOXL2 -0.0178445
UBIAD1 -0.0178646
PRR14L -0.0178654
SPRR2G -0.0178668
LRRC45 -0.0178801
SUFU -0.0178899
HMOX2 -0.0179008
IPO11 -0.0179022
LCE4A -0.0179208
ZBTB14 -0.0179336
ANAPC11 -0.0179524
PSMG3 -0.0179528
PLB1 -0.0179950
TCP11 -0.0180327
RAB4A -0.0180663
KDM4D -0.0180762
SEC11A -0.0180804
C12orf56 -0.0181007
HYAL2 -0.0181157
NEUROG1 -0.0181159
TCL1B -0.0181405
FCHSD1 -0.0181460
ATP1A4 -0.0181462
NUP43 -0.0181671
RPS3 -0.0181724
BRAF -0.0181811
TTPA -0.0181987
CDC14B -0.0182274
GPR3 -0.0182658
SLIRP -0.0183057
CRLS1 -0.0183090
CHRDL1 -0.0183135
MC2R -0.0183153
DNAJC7 -0.0183163
PTRHD1 -0.0183400
C17orf100 -0.0183631
RBFA -0.0183810
TMEM30A -0.0184014
GJB4 -0.0184118
ACYP1 -0.0184208
LCE2D -0.0184226
MRPL17 -0.0184635
PREX2 -0.0184642
DMPK -0.0184743
TMEM104 -0.0184971
OR6Y1 -0.0185194
CPEB1 -0.0185262
DNAH17 -0.0185585
DDX20 -0.0185612
SSBP3 -0.0185626
LDLRAD1 -0.0186212
RAB3D -0.0186276
PANK4 -0.0186761
BTNL2 -0.0186815
GJB6 -0.0186997
EMILIN3 -0.0187149
DEFB129 -0.0187347
NEK3 -0.0187782
RHOA -0.0187858
ZFYVE20 -0.0188052
HSFX1 -0.0188069
ZFR2 -0.0188195
MAGEH1 -0.0188272
CALML4 -0.0188920
DRD4 -0.0188993
UBL7 -0.0189232
CEP95 -0.0189747
UBE2E1 -0.0189897
LDLRAP1 -0.0189899
ATP10D -0.0190076
GPSM1 -0.0190276
DGKA -0.0190412
BROX -0.0190530
SNAPIN -0.0190595
POU3F4 -0.0190666
GHRHR -0.0190759
PTGS1 -0.0190771
FAM76B -0.0190806
WDR45 -0.0191018
IPCEF1 -0.0191085
GYPA -0.0191112
SEPT3 -0.0191326
AP3M1 -0.0191336
TRPT1 -0.0191510
ZFP69B -0.0191619
ADAM21 -0.0191994
ABCC1 -0.0192230
UBQLN1 -0.0192305
CLASP1 -0.0192315
EMID1 -0.0192396
C12orf65 -0.0192729
SPATA16 -0.0192743
GPR6 -0.0192957
P2RY4 -0.0193081
FFAR3 -0.0193150
SARDH -0.0193243
HEPACAM -0.0193461
C11orf31 -0.0193485
AKAP1 -0.0193517
PIGO -0.0193582
PLCB3 -0.0193615
USP16 -0.0193692
MUC19 -0.0194146
ZNF394 -0.0194244
C10orf91 -0.0194253
PRAC1 -0.0194341
AGRP -0.0194711
MCU -0.0194992
ELN -0.0195018
UFL1 -0.0195064
EPPIN-WFDC6 -0.0195400
NUP98 -0.0195592
HFE -0.0195827
LRIF1 -0.0195973
XKR8 -0.0196307
OR5P2 -0.0196388
VRTN -0.0196480
OGDH -0.0196615
CSPG5 -0.0196717
CHRM5 -0.0196883
LHFPL4 -0.0196964
VAX2 -0.0197034
LPAR6 -0.0197176
TMOD1 -0.0197215
ZZEF1 -0.0197219
FRMD8 -0.0197240
CLCC1 -0.0197362
SEMA7A -0.0197397
SULT4A1 -0.0197543
TAF5L -0.0197648
UBE2V2 -0.0197671
ACSM2B -0.0197791
POLR1D -0.0197805
NIT2 -0.0197812
PCDHB7 -0.0198359
ST7 -0.0198401
CCKAR -0.0198639
ZNF691 -0.0198866
TBX18 -0.0199153
C6orf226 -0.0199271
TFPT -0.0199393
RUSC2 -0.0199453
ASAH2 -0.0199737
DEFA3 -0.0199956
LCE2B -0.0200148
DENND2D -0.0200219
ZDHHC23 -0.0200321
GPANK1 -0.0200592
FAM3A -0.0200629
CACNG8 -0.0200686
RRAGA -0.0200862
TMCO4 -0.0201012
COMMD6 -0.0201518
IGSF21 -0.0201755
PRPF38A -0.0201786
SLC46A3 -0.0201807
TNKS2 -0.0201835
U2SURP -0.0202145
GOLGA5 -0.0202209
ST6GALNAC3 -0.0202307
KHDC1 -0.0202443
TCTN3 -0.0202473
RPL26 -0.0202493
MEIOB -0.0202638
MLLT10 -0.0202648
SULT1C4 -0.0202684
GOLGA3 -0.0202743
FAM129A -0.0202795
LY6G6F -0.0203054
MAGEC1 -0.0203224
CD160 -0.0203268
RRS1 -0.0203684
ACAN -0.0203696
SLC22A17 -0.0203698
RPS11 -0.0203977
DCLK2 -0.0204037
GLCCI1 -0.0204290
TSKS -0.0204845
CINP -0.0205408
UBE2D3 -0.0205531
DPYSL4 -0.0205576
PELO -0.0205759
BCAP31 -0.0205864
CPT2 -0.0205869
DUSP8 -0.0205982
MTRF1L -0.0206001
RPL17 -0.0206064
TRIM65 -0.0206080
ZNF454 -0.0206265
RAB4B -0.0206341
ZDHHC8 -0.0206495
SHMT1 -0.0206940
C7orf34 -0.0206952
KCTD17 -0.0206983
ABCA4 -0.0207174
TBXA2R -0.0207461
SLC12A3 -0.0207556
TIMM9 -0.0207591
CLSTN1 -0.0208077
MS4A12 -0.0208131
TRIM28 -0.0208143
SAP130 -0.0208277
PDC -0.0208433
HPRT1 -0.0208559
PTPRZ1 -0.0208705
HIST1H2BN -0.0208941
SLC23A3 -0.0209054
ASPSCR1 -0.0209096
ZNF121 -0.0209255
SPCS2 -0.0209342
AGO3 -0.0209432
FBXO31 -0.0209610
POU6F2 -0.0209842
DHODH -0.0209939
GKN1 -0.0209989
UBXN7 -0.0210095
RPLP2 -0.0210123
CD1D -0.0210368
HSPB6 -0.0210589
TCF4 -0.0210694
UTS2B -0.0210886
KDELC2 -0.0210893
RAP1GAP2 -0.0210931
ADAMTS1 -0.0211011
SQSTM1 -0.0211060
SYNDIG1L -0.0211066
TPST1 -0.0211169
TM9SF3 -0.0211246
COX7A2L -0.0211433
PRKRIP1 -0.0211526
CXCL12 -0.0211633
PLXND1 -0.0211698
ACAD8 -0.0211782
DNTTIP2 -0.0211824
ZNF277 -0.0212103
PIAS4 -0.0212155
LMX1A -0.0212211
CYP3A43 -0.0212301
SLK -0.0212420
ESM1 -0.0212507
TM6SF2 -0.0212859
FOXL2 -0.0212947
FAM9B -0.0213028
PCDHB10 -0.0213383
KRTAP13-2 -0.0213413
NBN -0.0213426
SLC22A1 -0.0213559
SART3 -0.0213572
URM1 -0.0213836
MUC2 -0.0213902
KIRREL -0.0213921
COPS6 -0.0214317
PRDM15 -0.0214381
TRIM11 -0.0214780
CGNL1 -0.0214859
OR13C4 -0.0215146
SLC22A12 -0.0215298
GSX1 -0.0215327
ATOH7 -0.0215337
CALY -0.0215694
IL17F -0.0215717
SLC35A4 -0.0215808
BCL7B -0.0216078
HSPB9 -0.0216155
VWA5B2 -0.0216262
HAUS1 -0.0216277
ADM5 -0.0216288
C6orf223 -0.0216288
UPB1 -0.0216882
NMUR1 -0.0216949
ZPBP -0.0216983
EPAS1 -0.0217064
LARP1 -0.0217203
C16orf59 -0.0217217
CDKN2B -0.0217273
SLC25A6 -0.0217319
ZNF506 -0.0217479
SLC19A3 -0.0217525
YPEL5 -0.0217597
SYCP2L -0.0218006
TNFSF11 -0.0218069
BRS3 -0.0218127
AIP -0.0218142
SGK223 -0.0218197
HERC4 -0.0218349
SFTPC -0.0218398
PLEKHG5 -0.0218595
FKBP14 -0.0218947
LINC00999 -0.0219040
RILPL2 -0.0219044
FOCAD -0.0219514
CRKL -0.0219528
STRIP1 -0.0219578
TIGD3 -0.0219599
HIST1H3D -0.0219615
MRE11A -0.0219731
UBQLN2 -0.0219734
SLC25A43 -0.0219983
C8orf22 -0.0219997
ENTPD6 -0.0220311
MLANA -0.0220341
RPL15 -0.0220358
LYST -0.0220375
MAGOHB -0.0220393
PTCH1 -0.0220500
DLEU7 -0.0220856
ARGLU1 -0.0220879
ZIK1 -0.0221273
RIMS3 -0.0222126
SULT2A1 -0.0222134
PPM1B -0.0222162
JMY -0.0222371
DHX33 -0.0222450
GPLD1 -0.0222494
GPR35 -0.0222559
LCN15 -0.0222865
LYPD2 -0.0222949
KRTAP19-1 -0.0223000
SRSF10 -0.0223039
ENDOU -0.0223044
RPS28 -0.0223100
RNF4 -0.0223187
KLHL29 -0.0223431
INSM2 -0.0223497
C1orf204 -0.0223599
BCR -0.0223824
AFAP1L1 -0.0223838
SON -0.0223898
MOB4 -0.0224006
PRICKLE3 -0.0224122
MLIP -0.0224174
HBZ -0.0224216
PRR5-ARHGAP8 -0.0224240
FAM122C -0.0224387
AUTS2 -0.0224404
MKRN1 -0.0224513
ZNF35 -0.0224565
TNFRSF10B -0.0224814
SCG5 -0.0224818
VPS26B -0.0224908
GLP2R -0.0224929
OTC -0.0225082
DIS3L2 -0.0225361
DBH -0.0225431
C18orf25 -0.0225484
TDRP -0.0225568
MTFMT -0.0225702
SEMA6B -0.0225774
LONP1 -0.0225934
SNX29 -0.0226192
EPPK1 -0.0226319
C21orf33 -0.0226371
KIAA0355 -0.0226780
AGPAT5 -0.0226891
PHTF2 -0.0226965
AKR1C1 -0.0227046
NACA -0.0227207
DAPK3 -0.0227289
SYPL1 -0.0227403
TLCD2 -0.0227514
CLDN2 -0.0227570
NSD1 -0.0228014
CNOT6L -0.0228211
TMPRSS11E -0.0228535
C9orf16 -0.0228773
KLHL18 -0.0229251
CD63 -0.0229290
GLYCTK -0.0229499
TPM2 -0.0229507
MRPL41 -0.0229574
BARHL1 -0.0229581
USF2 -0.0229963
CDS2 -0.0230112
MCAM -0.0230339
TPO -0.0230343
AGAP3 -0.0230372
EDAR -0.0230521
CYP1A2 -0.0230643
DOLPP1 -0.0230683
C15orf41 -0.0230765
SOX18 -0.0231002
PRB1 -0.0231384
DPPA2 -0.0231391
MYO1D -0.0231391
TAS2R13 -0.0231463
GDF3 -0.0231485
TIA1 -0.0231607
TET3 -0.0231648
PARPBP -0.0231945
PANK1 -0.0231973
N4BP2L2 -0.0232071
FUT10 -0.0232132
C11orf57 -0.0232160
FAM187B -0.0232249
SLAMF9 -0.0232285
MVB12A -0.0232494
TERF2IP -0.0232872
CTU1 -0.0232957
FOXD3 -0.0233244
ITM2B -0.0233273
ANKRD7 -0.0233303
UBE2Q2 -0.0233398
T -0.0233569
MYL6 -0.0233608
NHEJ1 -0.0233738
PPM1K -0.0233787
APOO -0.0233921
DCX -0.0234088
PPAPDC1A -0.0234114
TCTE1 -0.0234436
MID2 -0.0234467
ATXN7L3 -0.0234518
TUBB8 -0.0234664
C19orf60 -0.0234674
ZBTB9 -0.0234698
TRIM68 -0.0234902
MAP7 -0.0235061
OR8D1 -0.0235093
HKDC1 -0.0235194
MAPK10 -0.0235430
RPS6KB1 -0.0235465
CPSF4 -0.0235550
SMARCAL1 -0.0235674
CNIH2 -0.0235849
SLC4A5 -0.0235912
SLC44A5 -0.0236332
FLT4 -0.0236403
EPM2A -0.0236511
TAOK2 -0.0236879
EPC1 -0.0237234
NRG1 -0.0237335
PHF1 -0.0237559
WDPCP -0.0237703
SLCO1B3 -0.0238059
DHRS7C -0.0238102
OPRL1 -0.0238133
RPAP3 -0.0238681
RBM48 -0.0238884
COL20A1 -0.0239043
BANP -0.0239049
LDB1 -0.0239175
TGIF2 -0.0239224
CPLX3 -0.0239253
TGIF1 -0.0239272
GPKOW -0.0239291
COPRS -0.0239486
NPY -0.0239536
RAB5C -0.0239708
AQP12B -0.0239830
NEK8 -0.0239974
FAM160A1 -0.0240002
STK31 -0.0240046
IL1RL2 -0.0240238
PRM3 -0.0240460
TMEM126B -0.0240498
TXNDC2 -0.0240507
NEU2 -0.0240569
KCNC4 -0.0240709
SH3PXD2B -0.0240817
CCDC92 -0.0240877
CLEC4F -0.0240893
OR5I1 -0.0240990
TM4SF18 -0.0241154
LEPROT -0.0241206
NR1D1 -0.0241377
RMND5A -0.0241571
CNOT10 -0.0241618
TMEM127 -0.0241783
RAB2A -0.0241832
RBM33 -0.0241852
NOG -0.0241861
SHISA9 -0.0241965
TTN -0.0241992
FLT1 -0.0242030
OR7A10 -0.0242074
BLOC1S2 -0.0242106
LHFPL1 -0.0242110
DOCK7 -0.0242135
ARHGEF10L -0.0242186
TTI1 -0.0242307
GABRB2 -0.0242310
B3GNT6 -0.0242554
SERP1 -0.0242777
KMT2A -0.0242793
B3GALT4 -0.0242885
MCAT -0.0242930
RPL37 -0.0243028
BOLA2B -0.0243063
MAP3K2 -0.0243093
TCAIM -0.0243121
ODF4 -0.0243206
EXOSC10 -0.0243504
DAGLB -0.0243508
CPLX2 -0.0243574
HMGCR -0.0243709
DOCK4 -0.0243792
POLH -0.0243890
CADM3 -0.0243891
RBM15B -0.0244003
C20orf197 -0.0244175
BIVM -0.0244264
SGSH -0.0244440
NUCB1 -0.0244455
MCOLN1 -0.0244617
LRTM1 -0.0244783
OPRD1 -0.0244857
JUND -0.0244870
RPS3A -0.0245357
PCOLCE2 -0.0245476
DGCR2 -0.0245522
PALD1 -0.0245595
BCMO1 -0.0245693
USP31 -0.0245736
RSPH6A -0.0245855
THAP7 -0.0245880
POLR2K -0.0246057
EIF4E3 -0.0246292
CRYAA -0.0246304
RUFY3 -0.0246428
EXOSC3 -0.0246670
C16orf78 -0.0246743
PGLS -0.0246773
FRS3 -0.0247122
RRM1 -0.0247174
KMT2C -0.0247238
NUP107 -0.0247263
OS9 -0.0247268
HARS -0.0247725
CASS4 -0.0247817
TNFSF8 -0.0247885
SPRTN -0.0247909
SEPT14 -0.0247920
TRIP11 -0.0247920
NIN -0.0247978
KIAA1919 -0.0248035
ZNF529 -0.0248101
FGF6 -0.0248125
DNTTIP1 -0.0248229
ACAP2 -0.0248238
P2RX2 -0.0248392
VAMP3 -0.0248410
ZNF512B -0.0248501
KRT33B -0.0248610
DRD3 -0.0248865
EGFLAM -0.0249013
C14orf119 -0.0249036
TCF7L2 -0.0249217
FAM104B -0.0249264
ABCA7 -0.0249580
TNK2 -0.0249633
APOPT1 -0.0249872
HACL1 -0.0249949
BRCC3 -0.0250227
GOLGA6L2 -0.0250320
ATP6AP2 -0.0250477
DHX57 -0.0250488
CDPF1 -0.0250518
WNT10B -0.0250546
MRGPRX4 -0.0250622
TBRG1 -0.0250791
ENTPD4 -0.0250950
ZNF467 -0.0251090
C3orf33 -0.0251168
TARDBP -0.0251182
PYGM -0.0251190
ACBD7 -0.0251193
LAMC3 -0.0251328
SYT14 -0.0251605
GNAI3 -0.0251744
KISS1 -0.0251815
ZRANB2 -0.0251972
EIF2B2 -0.0251981
CLDN15 -0.0252111
CDC42EP3 -0.0252290
BRD4 -0.0252364
FGA -0.0252421
HS1BP3 -0.0252427
PAGE2B -0.0252513
SARNP -0.0252520
RTTN -0.0252807
PRKCG -0.0252951
OR10C1 -0.0252964
NUDT11 -0.0253022
APLF -0.0253070
SV2C -0.0253235
KRTAP9-9 -0.0253417
GRIN1 -0.0253505
FGF1 -0.0253654
C7orf10 -0.0254180
SEPT9 -0.0254189
COL12A1 -0.0254362
SPDYE4 -0.0254363
TGS1 -0.0254682
SLC36A3 -0.0254720
ZNF317 -0.0254844
TBP -0.0255043
TDRD10 -0.0255095
ATG9B -0.0255644
RUVBL2 -0.0255669
RPL30 -0.0255709
MUC5B -0.0255766
SLC6A7 -0.0255968
FGF21 -0.0256267
TDP2 -0.0256281
PRDM16 -0.0256458
HSPBP1 -0.0256684
WIF1 -0.0256810
KRTAP15-1 -0.0256851
PAX5 -0.0256924
OSBPL2 -0.0257127
EFCAB12 -0.0257132
DPF1 -0.0257570
ADRB3 -0.0257660
TMEM98 -0.0257726
PTCD1 -0.0257896
CEP350 -0.0257917
EXOSC6 -0.0258144
XPNPEP3 -0.0258299
TMEM200C -0.0258325
NOS1 -0.0258329
SFXN1 -0.0258366
KIAA1755 -0.0258398
HAVCR1 -0.0258481
SELM -0.0258491
EIF1 -0.0258606
REV3L -0.0258640
TRA2A -0.0258685
PA2G4 -0.0258869
RAB2B -0.0258947
AVP -0.0259221
OTP -0.0259273
TIMM21 -0.0259313
TMEM182 -0.0259585
ZKSCAN7 -0.0259630
PTPN11 -0.0259746
ARAP1 -0.0259929
TIMM17A -0.0260237
RANBP2 -0.0260307
HDAC9 -0.0261027
COG8 -0.0261192
COPS7B -0.0261222
FGD1 -0.0261234
BIN3 -0.0261269
ZNF185 -0.0261313
FPGS -0.0261483
PALM2 -0.0261581
ZRSR2 -0.0261636
EXOC5 -0.0261853
RDH13 -0.0262037
ADNP2 -0.0262119
TMEM223 -0.0262311
PIK3R4 -0.0262420
CDH7 -0.0262552
EIF1AY -0.0262594
QTRTD1 -0.0262711
ATAT1 -0.0263435
RBM41 -0.0263786
RP9 -0.0263807
GGT6 -0.0263826
DYRK1A -0.0263989
SYDE1 -0.0264185
UNC45B -0.0264227
FBXO34 -0.0264302
GUCY1B3 -0.0264388
ANKRD34B -0.0264431
OR52B2 -0.0264566
EPS15 -0.0264748
NAT9 -0.0264890
CCBE1 -0.0265007
DENND5B -0.0265201
TTLL7 -0.0265549
SLC35B4 -0.0265614
SCML2 -0.0265716
CHSY1 -0.0265932
ARMCX6 -0.0265948
TRIT1 -0.0266157
LRIG2 -0.0266182
TVP23B -0.0266435
ZSCAN25 -0.0266583
FUNDC2 -0.0266706
CMC1 -0.0266731
ATL1 -0.0266764
CMIP -0.0266909
BTAF1 -0.0266937
C1orf43 -0.0267030
MAMSTR -0.0267378
DLX6 -0.0267838
PLVAP -0.0267982
ALX3 -0.0268000
CCDC144A -0.0268196
TNR -0.0268200
RDH8 -0.0268283
MFSD11 -0.0268961
RAB9B -0.0269406
GPRC5D -0.0269718
OR3A2 -0.0269784
ARHGEF6 -0.0269960
RASGEF1C -0.0270060
APOA5 -0.0270259
JAK1 -0.0270402
MEPCE -0.0270440
MEGF6 -0.0270865
IMMP1L -0.0271187
TAS2R43 -0.0271202
CRYBA4 -0.0271228
SPATA12 -0.0271280
TMEM185B -0.0271589
LRCH3 -0.0271603
KIAA1731 -0.0271694
SNRPB2 -0.0271833
CLDN9 -0.0272061
APBA3 -0.0272185
RPS6KA2 -0.0272327
ZBTB22 -0.0272478
TBRG4 -0.0272515
TM9SF1 -0.0272604
SETD4 -0.0272910
VHL -0.0272921
VPS33B -0.0272959
DES -0.0273149
CSNK2A1 -0.0273763
ZNF652 -0.0273791
FAM208B -0.0274234
ATG9A -0.0274493
OR2B2 -0.0274504
ITGB1BP1 -0.0274513
TP53TG3 -0.0274597
TGIF2LY -0.0274837
FGF9 -0.0274938
KRTAP3-2 -0.0275083
DDHD1 -0.0275365
BMPR1A -0.0275427
UBXN4 -0.0275612
HADH -0.0275619
HHLA1 -0.0275709
TMEM252 -0.0275883
RAB6A -0.0275943
COIL -0.0275972
RPP30 -0.0276302
HIST1H4H -0.0276310
PTBP2 -0.0276505
NIPSNAP3B -0.0276616
FMNL3 -0.0276682
PLA2G3 -0.0276687
POMT1 -0.0276734
SP8 -0.0276738
LIX1 -0.0276784
GABARAPL1 -0.0276856
LPP -0.0276957
FBRS -0.0276992
MTSS1 -0.0277216
LRFN1 -0.0277293
ZNF79 -0.0277321
FGF2 -0.0277368
PRY2 -0.0277557
NUTM2D -0.0277634
ZNF257 -0.0277843
PFN3 -0.0277915
EYA2 -0.0277928
IL17RD -0.0277936
STRN -0.0278228
TIMM17B -0.0278523
ANKHD1 -0.0278601
CALM2 -0.0278788
C14orf159 -0.0278845
FAM218A -0.0279040
LIM2 -0.0279128
DBF4B -0.0279151
BCAS2 -0.0279380
IL11RA -0.0279404
CSHL1 -0.0279466
RAB40AL -0.0279482
TMEM18 -0.0279659
TUSC1 -0.0279847
FHIT -0.0279875
PARP10 -0.0280202
CPED1 -0.0280248
ZNF335 -0.0280362
PNPLA6 -0.0280437
OR51A7 -0.0280586
FANCD2OS -0.0280716
MYL9 -0.0280803
DDX3X -0.0280975
RPS6KC1 -0.0281152
PFDN4 -0.0281161
ITGA2B -0.0281264
PLXNA2 -0.0281356
DRAXIN -0.0281569
PPCDC -0.0281641
HIST1H3H -0.0281679
DICER1 -0.0281741
ZNF575 -0.0281828
NOM1 -0.0281885
RREB1 -0.0281917
ALDH3B2 -0.0281981
SELP -0.0281995
OR4S1 -0.0282077
SNAP91 -0.0282130
MTRF1 -0.0282188
FGL1 -0.0282221
PAPOLG -0.0282313
ZNF445 -0.0282597
INTS5 -0.0282753
CATSPER4 -0.0282764
SYN3 -0.0282808
NCOA4 -0.0282968
ALDH3A1 -0.0283344
FAM8A1 -0.0283378
TUBGCP2 -0.0283607
UPRT -0.0283679
PPARGC1A -0.0283902
HNRNPC -0.0283963
CNTFR -0.0283998
LCN8 -0.0284099
ANKRD10 -0.0284200
ITFG1 -0.0284477
ASTE1 -0.0284530
DLG3 -0.0284608
MAGEA1 -0.0284648
PPAPDC3 -0.0284706
ZMYM5 -0.0284785
PPP2R4 -0.0284956
METTL1 -0.0285118
ACBD3 -0.0285501
GPR173 -0.0285637
PCDHGC4 -0.0285672
CHMP2B -0.0285713
SCN1A -0.0285714
CLDN8 -0.0285760
BFAR -0.0286014
C7orf60 -0.0286077
TMCO3 -0.0286103
IFITM3 -0.0286218
CFTR -0.0286246
DNAJC5G -0.0286300
HCAR2 -0.0286361
CPA2 -0.0286487
WDSUB1 -0.0286516
ARHGEF38 -0.0286571
CARD14 -0.0286594
MTMR4 -0.0286623
OLAH -0.0286745
METTL3 -0.0286758
SORBS3 -0.0286866
AP3B1 -0.0287141
SKI -0.0287393
UBN1 -0.0287513
KLHL22 -0.0287515
WDR18 -0.0287611
SRPX -0.0287622
JMJD1C -0.0287638
TACSTD2 -0.0287651
TSPAN15 -0.0287718
HMG20A -0.0287821
UBE2R2 -0.0287988
CA1 -0.0288022
APAF1 -0.0288070
SMARCA5 -0.0288082
IL22RA1 -0.0288198
ADD2 -0.0288253
HOXB7 -0.0288663
SLC5A5 -0.0288669
HNF1B -0.0289065
NPBWR2 -0.0289182
ACVR1 -0.0289193
PPP2R5E -0.0289226
PAX4 -0.0289261
ARHGAP28 -0.0289278
KLHL32 -0.0289476
TGFBRAP1 -0.0289490
ZNF143 -0.0289492
MED17 -0.0289578
CAPZA2 -0.0289986
KRTAP9-8 -0.0290109
MRPS23 -0.0290125
SSTR4 -0.0290185
CCNF -0.0290894
ACSS3 -0.0291126
RFESD -0.0291588
CRNKL1 -0.0291600
RPL34 -0.0291768
NR3C1 -0.0291835
TMEM237 -0.0291922
WDR41 -0.0291925
YRDC -0.0292091
FFAR1 -0.0292127
DRG2 -0.0292281
HK2 -0.0292497
CDHR1 -0.0292791
SMARCAD1 -0.0292799
GUCY2F -0.0293085
CAMK2A -0.0293103
RYK -0.0293368
MAPKAPK2 -0.0293417
ACPP -0.0293555
PRR24 -0.0293618
CHST7 -0.0293643
GABRR1 -0.0293766
TREX1 -0.0293890
SLC10A7 -0.0294100
TMIE -0.0294563
ELK4 -0.0294591
GUCA1B -0.0294649
GPRIN3 -0.0294899
HOOK3 -0.0294903
HBP1 -0.0295165
RNF32 -0.0295239
KDM4C -0.0295262
AP5Z1 -0.0295539
KIAA1715 -0.0295606
CTNNAL1 -0.0295996
ZNF544 -0.0296290
C2orf66 -0.0296372
RBBP4 -0.0296400
CPNE1 -0.0296405
SMG6 -0.0296424
CAPN10 -0.0296911
MRPL46 -0.0296967
FRRS1L -0.0296969
HOXD11 -0.0297632
EEFSEC -0.0297860
NUPL2 -0.0297907
MOBP -0.0298005
OSGIN1 -0.0298065
SEPT2 -0.0298133
ZNF283 -0.0298538
ZNF367 -0.0298573
ESYT2 -0.0298587
IQCF2 -0.0298636
HSPH1 -0.0298638
MRPL49 -0.0298646
FRRS1 -0.0298867
SERPINF2 -0.0298899
KPNA5 -0.0298921
GLB1L2 -0.0299113
HDLBP -0.0299343
ACTRT1 -0.0299359
ZNF778 -0.0299602
HAS1 -0.0299670
MPV17 -0.0299717
GTSF1L -0.0299771
PGLYRP3 -0.0299850
ODF3 -0.0300086
SLC4A1 -0.0300138
LPCAT4 -0.0300156
IQCF1 -0.0300241
NIF3L1 -0.0300329
RPL27A -0.0300833
GPR115 -0.0300865
SLC18A3 -0.0301321
COL15A1 -0.0301353
CEACAM5 -0.0301522
RNF150 -0.0301588
RALB -0.0301716
EMC10 -0.0301771
KIAA1875 -0.0302001
KSR1 -0.0302051
NOL9 -0.0302165
STK38L -0.0302249
SPATA25 -0.0302360
CD300E -0.0302377
ZNF341 -0.0302413
KLHDC8A -0.0302431
ZBTB38 -0.0302545
SSTR5 -0.0302646
KPNB1 -0.0302807
TRIM72 -0.0303301
SASS6 -0.0303662
CYSLTR2 -0.0303747
SMAD6 -0.0303879
CA7 -0.0303962
ARX -0.0304090
C6orf100 -0.0304192
TMEM56 -0.0304245
SH3GL1 -0.0304317
SGTA -0.0305003
DNAH1 -0.0305268
ANO6 -0.0305287
CCDC67 -0.0305319
HTR1A -0.0305735
RHBDL3 -0.0305753
ZNF451 -0.0305767
ZSWIM3 -0.0305881
GH1 -0.0305919
USP54 -0.0306103
EVC2 -0.0306139
ALDOC -0.0306156
SLIT3 -0.0306423
TMSB4Y -0.0306485
PLD4 -0.0306580
LRRC16A -0.0306909
MNT -0.0307298
YIPF4 -0.0307339
FAM24B -0.0307361
MAP4K4 -0.0307391
GPHA2 -0.0307422
CRYGD -0.0307580
FBXL3 -0.0307622
NR1I3 -0.0307790
CTAGE1 -0.0307835
FAF2 -0.0307920
BCLAF1 -0.0308182
KLHL4 -0.0308232
CLASRP -0.0308288
TACC1 -0.0308412
CNR1 -0.0308421
PIAS2 -0.0308614
SERPINB2 -0.0308741
ANKRD16 -0.0308803
ERAP1 -0.0308864
PPP1R17 -0.0308904
ZNF491 -0.0309055
BTBD6 -0.0309111
CAPN1 -0.0309180
IL36G -0.0309192
DPP6 -0.0309654
AKAP3 -0.0309781
FREM3 -0.0309847
C17orf78 -0.0309943
GID4 -0.0309945
MROH6 -0.0310110
GPATCH3 -0.0310202
TPT1 -0.0310374
SNAPC1 -0.0310473
PDGFB -0.0310769
GRSF1 -0.0310804
RPL11 -0.0310860
CDK14 -0.0310875
XYLB -0.0310944
WWP2 -0.0310958
SERTAD1 -0.0311176
ANAPC1 -0.0311213
SHH -0.0311278
ITPKC -0.0311305
LRFN3 -0.0311309
TAAR8 -0.0311351
C12orf52 -0.0311825
CEP41 -0.0311828
RPL13 -0.0312024
CNTNAP1 -0.0312220
TP63 -0.0312257
SLC22A6 -0.0312262
DUSP7 -0.0312285
TP53I11 -0.0312495
MRPS24 -0.0312650
ENPP6 -0.0312844
PDE4D -0.0312863
HOXA5 -0.0312934
SLC25A39 -0.0313067
WAPAL -0.0313164
ANKRD53 -0.0313208
PDIA3 -0.0313437
KIAA1147 -0.0313680
TBL1X -0.0313782
OR4D5 -0.0313863
HRH3 -0.0314081
FRG1B -0.0314113
DNAJB6 -0.0314120
ZNF565 -0.0314130
KIF21A -0.0314173
HFE2 -0.0314191
TRAPPC2L -0.0314302
KCNN1 -0.0314734
SLC6A8 -0.0314753
SNCB -0.0314765
THOC7 -0.0315001
SLC10A4 -0.0315126
MAGEE2 -0.0315222
CNBP -0.0315309
C19orf40 -0.0315335
RALGAPA2 -0.0315343
THPO -0.0315410
FASTKD1 -0.0315502
PEX10 -0.0315700
DLGAP4 -0.0315733
GAA -0.0315773
RNF31 -0.0315784
UHMK1 -0.0315940
COPA -0.0316332
PPP1R21 -0.0316352
FAM133A -0.0316503
NR2C1 -0.0316767
LCE3C -0.0316784
TRIM74 -0.0316821
GPR107 -0.0316878
CLDN3 -0.0316983
AMBP -0.0317045
C1orf131 -0.0317082
KRTAP17-1 -0.0317364
VPS26A -0.0317393
SLC6A11 -0.0317506
CSN2 -0.0317556
VWA5A -0.0318135
SMAD9 -0.0318213
ARHGDIA -0.0318312
FAM9A -0.0318578
SP3 -0.0318580
TRIM34 -0.0318925
CPXCR1 -0.0318951
B3GALNT1 -0.0319063
ITGAD -0.0319082
B3GALTL -0.0319354
AGER -0.0319403
BRAP -0.0319525
HIPK2 -0.0319701
ZNF461 -0.0319740
GIPC3 -0.0319842
TAX1BP1 -0.0319986
UNC119 -0.0320080
RBM19 -0.0320111
FAM209A -0.0320374
IGSF11 -0.0320423
SWT1 -0.0320446
PTGFRN -0.0320477
SLC12A9 -0.0320520
FHL1 -0.0320566
C1D -0.0320817
OR7G3 -0.0320976
C10orf118 -0.0320993
CLTCL1 -0.0321061
HYKK -0.0321210
GORAB -0.0321326
MST1R -0.0321461
ZNF256 -0.0321591
PRSS8 -0.0321653
HUS1 -0.0321725
TFR2 -0.0321737
EFNB2 -0.0321779
APLP2 -0.0321794
FZD5 -0.0321813
CEP250 -0.0321832
OR10G8 -0.0321951
SIX1 -0.0322011
KLF2 -0.0322023
RABGAP1 -0.0322186
LRRC10B -0.0322243
PRSS33 -0.0322343
PLG -0.0322431
MTMR11 -0.0322746
P4HA2 -0.0322773
LRRC55 -0.0322802
AP1G1 -0.0322816
STS -0.0322888
CCDC54 -0.0323045
RPE65 -0.0323211
UBL4B -0.0323386
WDR38 -0.0323402
C4orf17 -0.0323496
SCNN1B -0.0323667
CLDN19 -0.0323671
GSTZ1 -0.0323690
TMC2 -0.0323852
CYP3A5 -0.0323957
WDR7 -0.0323970
PNKD -0.0324103
RNF20 -0.0324436
ABHD16B -0.0324565
CNOT6 -0.0324761
FAM103A1 -0.0324903
ALAS2 -0.0324907
RAET1E -0.0325016
BBX -0.0325026
GALNT7 -0.0325070
SLC26A4 -0.0325076
TRAF6 -0.0325114
SH3RF3 -0.0325141
OLFML3 -0.0325202
FGFR1OP -0.0325276
INO80B -0.0325280
MRPL20 -0.0325289
ARMC2 -0.0325312
FBXO28 -0.0325451
TAS2R50 -0.0325481
GPR111 -0.0325621
GPALPP1 -0.0325857
RPGRIP1 -0.0325908
PSMA8 -0.0325915
OR10H1 -0.0325999
LINGO2 -0.0326012
MIR3654 -0.0326082
ADRA1A -0.0326183
KCNJ6 -0.0326197
HAUS2 -0.0326254
FEZ2 -0.0326266
NPHS2 -0.0326409
CCDC141 -0.0326531
SUN5 -0.0326636
ODAM -0.0326685
G2E3 -0.0326708
DFFB -0.0326764
IFNA10 -0.0327229
RPL38 -0.0327387
IL36A -0.0327396
ACTRT2 -0.0327487
SLC30A4 -0.0327568
ULBP3 -0.0327569
MBD3 -0.0328037
C9orf41 -0.0328039
HRSP12 -0.0328059
SASH1 -0.0328240
FABP1 -0.0328245
CMC4 -0.0328252
MAP7D2 -0.0328271
TMEM59 -0.0328328
PRDM2 -0.0328717
IFI27L1 -0.0328925
KLHDC8B -0.0329019
TAGLN3 -0.0329112
ANKRD66 -0.0329130
AANAT -0.0329260
MARCH10 -0.0329370
GAL3ST1 -0.0329499
ISL2 -0.0329566
PSME3 -0.0329572
USP25 -0.0329638
SNAP23 -0.0329693
CATSPERD -0.0329793
VPS16 -0.0329820
SNTB2 -0.0330106
TCEANC -0.0330225
OTOP3 -0.0330226
PTPLAD2 -0.0330278
TET2 -0.0330777
ATP6V0B -0.0331113
TAC3 -0.0331203
VEPH1 -0.0331422
TP53TG5 -0.0331423
OR13D1 -0.0331483
GSK3A -0.0331563
NUP188 -0.0331792
RFXAP -0.0331880
SENP2 -0.0332067
JOSD2 -0.0332285
E2F6 -0.0332306
SIRPD -0.0332322
APOD -0.0332378
TUBG1 -0.0332410
NAIF1 -0.0332532
EPT1 -0.0332630
DSG2 -0.0332679
ASNSD1 -0.0332717
FAM180A -0.0333078
PPOX -0.0333125
SHOX -0.0333181
FTSJ2 -0.0333256
HTR3C -0.0333452
ATOH1 -0.0333702
ALG14 -0.0333741
SSX2 -0.0333761
LARS2 -0.0333857
POT1 -0.0333942
PRLH -0.0334289
PCIF1 -0.0334370
F11 -0.0334456
ASB3 -0.0334458
NGB -0.0334805
KLF15 -0.0334973
TBC1D9B -0.0335014
OR2H2 -0.0335090
C1orf94 -0.0335302
PUF60 -0.0335460
ACBD6 -0.0335615
PHF12 -0.0335650
KLC2 -0.0335786
LCE3B -0.0336258
NXF5 -0.0336283
ISOC2 -0.0336350
DDX11 -0.0336574
OR5AK2 -0.0336611
C8orf59 -0.0336792
SPACA1 -0.0336951
NAP1L2 -0.0337000
FAM150B -0.0337326
ATAD3C -0.0337482
RPS6KA5 -0.0337714
SOX6 -0.0337800
KCNG4 -0.0337907
TMEM54 -0.0337972
TPCN1 -0.0338032
MUSK -0.0338177
KRTAP13-1 -0.0338178
NPFFR1 -0.0338222
CBY3 -0.0338269
TMOD2 -0.0338432
ADAMTSL1 -0.0338487
CS -0.0338772
TOP1 -0.0338871
TUFT1 -0.0339198
RSC1A1 -0.0339538
SNTG2 -0.0339623
NAGLU -0.0339694
ST7L -0.0339900
ELF1 -0.0339903
ADRA2B -0.0340151
TRIM49 -0.0340520
TRIM32 -0.0340520
PDIA2 -0.0340678
DNAJC11 -0.0341028
TAF7L -0.0341157
USP6 -0.0341188
STK35 -0.0341347
CAND2 -0.0341359
DLD -0.0341590
PLA2G5 -0.0341664
C9orf131 -0.0341796
APIP -0.0342208
PON1 -0.0342293
GDPD4 -0.0342351
ZSCAN22 -0.0342486
BCL2L10 -0.0342498
GNL3 -0.0342591
BBC3 -0.0343011
ZNF189 -0.0343123
GATC -0.0343237
AKTIP -0.0343278
TMEM179B -0.0343366
CRYGN -0.0343935
DLGAP1 -0.0343944
TUBA3C -0.0343949
COPS7A -0.0343990
SSB -0.0344225
PDCD6 -0.0344375
CRISPLD2 -0.0344401
MYF6 -0.0344420
RECQL5 -0.0344761
GUCA2B -0.0344860
LENEP -0.0344983
LRP5 -0.0345055
CISD2 -0.0345063
DTX1 -0.0345073
RER1 -0.0345098
GPRC6A -0.0345312
IFIT1 -0.0345351
KIRREL2 -0.0345494
PPP3R2 -0.0345640
POU4F3 -0.0345662
TSPY3 -0.0345744
TSPAN16 -0.0345785
RHAG -0.0345978
DENND2C -0.0346032
C19orf67 -0.0346074
GADD45GIP1 -0.0346136
PPHLN1 -0.0346146
IGSF8 -0.0346171
ASNA1 -0.0346601
CALCRL -0.0346705
SOS1 -0.0346735
ZNF592 -0.0346854
TCEANC2 -0.0347005
LIN52 -0.0347068
UBE2I -0.0347110
KRTAP8-1 -0.0347144
UPF3A -0.0347251
UPK2 -0.0347270
TMEM169 -0.0347278
WBSCR17 -0.0347305
ZNF714 -0.0347447
C7orf25 -0.0347462
PPIL4 -0.0347633
HS2ST1 -0.0348095
SEPP1 -0.0348541
SLC16A14 -0.0348574
VAV2 -0.0348706
WDR83OS -0.0348844
ZCCHC6 -0.0349116
FAM110A -0.0349366
CECR6 -0.0349458
SLC35E4 -0.0349803
KRTAP12-1 -0.0349839
CENPK -0.0350023
MPPE1 -0.0350055
KCNH8 -0.0350129
F2 -0.0350365
CHD8 -0.0350455
SF3B1 -0.0350670
PEX3 -0.0350858
MSTO1 -0.0351093
DNAH8 -0.0351227
CLEC1A -0.0351372
CHMP4C -0.0351508
PWWP2B -0.0351629
PDPR -0.0351704
FAM184A -0.0351879
GUCA1A -0.0351912
DUSP18 -0.0351934
MLH1 -0.0352073
GDF11 -0.0352200
SV2A -0.0352541
ZNF195 -0.0352563
C9orf91 -0.0352626
ACSM2A -0.0352646
QSER1 -0.0352703
SIPA1L2 -0.0352803
ZZZ3 -0.0352936
LATS1 -0.0352961
ZFYVE21 -0.0352977
ARHGDIG -0.0353006
KCNV1 -0.0353007
BCL7A -0.0353224
MARCH5 -0.0353287
PDE6A -0.0353395
ISCA1 -0.0353477
ZCCHC18 -0.0353559
COX8A -0.0353621
OR4K17 -0.0353971
NTN3 -0.0354001
GPR22 -0.0354022
POF1B -0.0354039
MICU1 -0.0354210
MRPL55 -0.0354211
SLC17A6 -0.0354268
KRTAP2-3 -0.0354288
C1orf35 -0.0354383
SUN3 -0.0354522
SYNE3 -0.0354541
MAST1 -0.0354673
CCL16 -0.0354966
MGST3 -0.0354966
PAK3 -0.0355218
RPAP2 -0.0355318
VWA8 -0.0355577
NID2 -0.0355725
KCNK16 -0.0355763
ITFG2 -0.0355765
SLC13A4 -0.0355853
CSRNP1 -0.0355857
CRYBB3 -0.0356101
MOGAT3 -0.0356208
C2orf61 -0.0356396
DCUN1D3 -0.0356535
SEC23IP -0.0356541
HNRNPM -0.0356557
IFNA4 -0.0356690
SLCO3A1 -0.0356790
PRR5L -0.0356880
KANSL2 -0.0356882
SPIRE2 -0.0356885
CSRP3 -0.0357003
CLN5 -0.0357090
PEX5 -0.0357396
MAPK8 -0.0357643
CMTM5 -0.0357694
SMAD2 -0.0357701
C6orf58 -0.0357803
OR51D1 -0.0357931
SLC38A6 -0.0357962
HAUS5 -0.0357966
NAA16 -0.0357993
REM1 -0.0358147
PSKH2 -0.0358234
UGT3A1 -0.0358323
MLLT1 -0.0358406
TBC1D8B -0.0358745
ACADVL -0.0358891
HMGA2 -0.0358980
RAB31 -0.0359141
MLYCD -0.0359331
GNB2L1 -0.0359385
SAT2 -0.0359393
PALB2 -0.0359589
ADAT1 -0.0359611
KLF9 -0.0359864
TMEM19 -0.0359944
TMEM75 -0.0359986
EIF4E -0.0360019
ZNF501 -0.0360025
LZTS2 -0.0360039
TMTC4 -0.0360045
SCFD1 -0.0360363
DHDDS -0.0360425
WNT7A -0.0360441
BSG -0.0360541
GFPT1 -0.0360694
EYA3 -0.0360705
FAM169B -0.0360744
METTL7B -0.0360849
LCE3D -0.0360939
OTOS -0.0361086
PYROXD1 -0.0361123
SCAF8 -0.0361156
ING3 -0.0361506
GMCL1 -0.0361948
MED10 -0.0361994
FAM126B -0.0362030
ELF2 -0.0362032
GPR32 -0.0362053
ADORA3 -0.0362166
HTR3A -0.0362318
TMEM74 -0.0362349
NME6 -0.0362377
ZNHIT6 -0.0362788
KIAA1211 -0.0363281
DHRS4 -0.0363533
RP1L1 -0.0363543
TBL1Y -0.0363604
TMEM81 -0.0363676
SLC39A11 -0.0363686
CHRNA2 -0.0363863
MTA1 -0.0363934
ANKLE1 -0.0364045
PXN -0.0364055
FTMT -0.0364066
SMURF1 -0.0364148
C15orf40 -0.0364151
C15orf32 -0.0364598
HBQ1 -0.0364649
SEC31A -0.0364701
RGS7BP -0.0364783
KRI1 -0.0365158
CTAGE4 -0.0365174
THBS3 -0.0365174
USP46 -0.0365219
PRM1 -0.0365519
SLC5A3 -0.0365603
NGRN -0.0365689
PROK1 -0.0365807
WDR55 -0.0365971
MAB21L2 -0.0366126
PRKAR1B -0.0366160
DMXL2 -0.0366389
LRP1 -0.0366415
HAAO -0.0366477
DIMT1 -0.0366600
IL31RA -0.0366744
PFKFB3 -0.0366776
POLR2G -0.0366799
MYL1 -0.0366804
VCAN -0.0366823
ACYP2 -0.0366920
TACR3 -0.0367363
MYT1L -0.0367550
SMCO2 -0.0367551
REG1A -0.0367655
SEMA3A -0.0367791
GCK -0.0367874
RASIP1 -0.0367983
SHC1 -0.0368020
CDX2 -0.0368133
SLC2A13 -0.0368140
MICAL2 -0.0368143
PAIP1 -0.0368461
BRD2 -0.0368573
OR1N2 -0.0368620
SYNGR2 -0.0368637
GJC1 -0.0368774
TMEM185A -0.0368807
RTFDC1 -0.0368856
DNAJC8 -0.0369083
FIBP -0.0369578
ZNHIT1 -0.0369702
CSH2 -0.0369759
LYZL4 -0.0369787
F5 -0.0369894
ATRAID -0.0370044
HNMT -0.0370057
BTBD16 -0.0370191
MAP3K7CL -0.0370226
SMG7 -0.0370540
NAA15 -0.0370771
USP44 -0.0370813
KCNV2 -0.0370827
GPATCH11 -0.0370833
FAM71E2 -0.0370940
NKX2-8 -0.0371041
TSR2 -0.0371062
NLRP9 -0.0371066
OR4K1 -0.0371117
FZD2 -0.0371125
NXPE1 -0.0371602
CR1 -0.0371845
GP6 -0.0372153
ASCL3 -0.0372232
CD248 -0.0372671
SLC5A9 -0.0372691
GPR141 -0.0373011
RPS4X -0.0373460
FOXA3 -0.0373486
SMARCD1 -0.0373492
PMP22 -0.0373795
ALS2CL -0.0373945
BCAN -0.0374061
NDUFB7 -0.0374169
SF3B4 -0.0374238
MECP2 -0.0374253
ADIG -0.0374393
VAMP1 -0.0374720
SMARCC2 -0.0374746
ST8SIA3 -0.0374841
CEBPZ -0.0374940
DHX32 -0.0375055
NEXN -0.0375142
KNG1 -0.0375208
RIN2 -0.0375479
PSMC6 -0.0375541
TBC1D32 -0.0375851
NLGN1 -0.0375917
GBX2 -0.0375937
DSG4 -0.0376062
FAM181B -0.0376081
MAEA -0.0376205
EHD3 -0.0376277
AADACL2 -0.0376372
ABCB1 -0.0376516
GTF2H3 -0.0376527
TMEM174 -0.0376599
REC8 -0.0376803
EPB42 -0.0376853
OR2A7 -0.0376922
NOL8 -0.0376958
POU5F1 -0.0377034
TAF6 -0.0377129
SPATA2L -0.0377360
BCL7C -0.0377399
NLRP8 -0.0377832
GBAS -0.0377839
C17orf105 -0.0378073
MIA3 -0.0378077
COLEC12 -0.0378189
PSKH1 -0.0378198
CLCN6 -0.0378238
ZNF646 -0.0378239
AP4S1 -0.0378287
ACSF3 -0.0378347
KEAP1 -0.0378384
USP11 -0.0378740
ECHDC3 -0.0378840
ADAM12 -0.0378896
SMARCA4 -0.0379018
DDX17 -0.0379087
SLC25A32 -0.0379300
PPTC7 -0.0379335
TSSK4 -0.0379434
FGF4 -0.0379486
IL36B -0.0379606
SYT2 -0.0379606
LRRTM3 -0.0379648
GPR52 -0.0379775
IMPG1 -0.0379946
NAA30 -0.0379948
TMEM108 -0.0380096
A3GALT2 -0.0380097
S100A5 -0.0380263
SOX21 -0.0380346
MADCAM1 -0.0380377
ANK2 -0.0380725
ATXN7 -0.0380740
MAF1 -0.0381059
RTP3 -0.0381091
CADM4 -0.0381121
EFNA1 -0.0381575
RABGGTB -0.0382017
ANTXR1 -0.0382305
HCRTR2 -0.0382820
CUL7 -0.0382847
OR5P3 -0.0382936
TXNRD2 -0.0383135
CLN3 -0.0383167
HDAC3 -0.0383172
GTF2A2 -0.0383174
ZNF641 -0.0383179
KLK12 -0.0383249
SH3TC2 -0.0383270
FDXACB1 -0.0383300
NKD2 -0.0383325
ATG4B -0.0383396
GPR83 -0.0383458
WDR25 -0.0383648
CDA -0.0383666
NRG4 -0.0383689
BHLHE41 -0.0383751
CYP2W1 -0.0383790
C9orf53 -0.0383842
RPL36 -0.0383958
DSCAM -0.0384020
EIF2D -0.0384096
FAM186B -0.0384150
FANCF -0.0384461
SPATA31E1 -0.0384717
IRX3 -0.0384742
ALOX15 -0.0384767
TMEM245 -0.0384900
SLC25A10 -0.0384991
OR1C1 -0.0385273
PSG11 -0.0385317
SEZ6 -0.0385334
FEV -0.0385447
ATP5S -0.0385459
TAS1R2 -0.0385562
USP5 -0.0385633
C6orf123 -0.0385649
SAFB -0.0385698
ADCK3 -0.0385864
AEBP1 -0.0386104
KCTD10 -0.0386240
ADAM7 -0.0386689
GPR128 -0.0386849
NCOA5 -0.0386935
NUTM1 -0.0386957
GLIS3 -0.0386996
PITPNM2 -0.0387019
HMGB4 -0.0387111
PLAA -0.0387163
ATP2B3 -0.0387256
NSFL1C -0.0387327
AGPAT9 -0.0387508
SFT2D3 -0.0387511
CHCHD7 -0.0387710
SDR16C5 -0.0388081
ALG10 -0.0388409
FDX1L -0.0388586
PRDM11 -0.0388699
GDPD1 -0.0388763
METTL16 -0.0388764
SAV1 -0.0388848
PBX3 -0.0389170
PCDHA8 -0.0389305
RPLP0 -0.0389552
UBTD1 -0.0389566
SSX4B -0.0389639
LOH12CR1 -0.0389716
XRCC1 -0.0389992
IGFBP1 -0.0390046
PRODH2 -0.0390076
DDX60L -0.0390151
SYT15 -0.0390161
HECW2 -0.0390181
CGB -0.0390228
NET1 -0.0390438
KRTAP1-5 -0.0390463
ATRN -0.0390562
METTL5 -0.0390590
IGFN1 -0.0390598
RPS24 -0.0390686
COX15 -0.0390687
OPN1MW -0.0390818
TRHR -0.0390827
AKNAD1 -0.0390895
SDS -0.0391085
KMT2E -0.0391539
CAMKMT -0.0391540
FHAD1 -0.0391683
NGEF -0.0391718
RORB -0.0391955
SLC16A7 -0.0392063
PPP1R13B -0.0392239
TM2D3 -0.0392257
GOLGA8I -0.0392308
LPPR4 -0.0392335
KCTD16 -0.0392362
UNC45A -0.0392369
ATP4B -0.0392688
MPND -0.0392842
CCDC60 -0.0393153
CIB1 -0.0393180
NPTXR -0.0393282
EP300 -0.0393341
NDST3 -0.0393411
CALHM2 -0.0393425
PRAMEF10 -0.0393461
OR1A2 -0.0393825
THOC6 -0.0393988
CHCHD1 -0.0394028
KRT27 -0.0394034
CLCNKB -0.0394249
HOXA1 -0.0394553
TAS2R7 -0.0394601
VPS29 -0.0394639
TGM7 -0.0394748
CDH12 -0.0395091
LMBRD2 -0.0395224
ZFP1 -0.0395244
NPR1 -0.0395333
ZNF157 -0.0395405
TMC1 -0.0395960
SERPINA10 -0.0396036
NPVF -0.0396120
ARHGAP42 -0.0396248
ACSS2 -0.0396718
TSPAN8 -0.0397036
FN3K -0.0397093
BZW2 -0.0397251
OR2W1 -0.0397306
DDX54 -0.0397319
EIF2A -0.0397408
RUNX2 -0.0397409
MYH2 -0.0397412
METTL6 -0.0397453
LEPRE1 -0.0397554
ATP6V1A -0.0397581
CYP2C9 -0.0397687
COLGALT2 -0.0397743
SCGN -0.0397787
LACTB2 -0.0397823
NEDD1 -0.0397875
CMAS -0.0397878
GRK1 -0.0398024
TRIM50 -0.0398073
DNAH2 -0.0398086
SLC2A1 -0.0398542
SLC6A15 -0.0398726
BET1L -0.0398775
MCM3AP -0.0398829
NETO1 -0.0398898
MYO7B -0.0399069
PKLR -0.0399105
RCE1 -0.0399175
C1QTNF1 -0.0399236
RAB37 -0.0399445
CAMKK2 -0.0399647
CYP3A7 -0.0399987
KLHL26 -0.0400073
SUPT4H1 -0.0400143
VPS8 -0.0400458
GDNF -0.0400575
SLC6A13 -0.0400637
C20orf141 -0.0400718
RAPGEF2 -0.0400776
PRUNE -0.0400909
LZTS1 -0.0401043
KCNS3 -0.0401102
PUM1 -0.0401756
CLIP2 -0.0401870
CXorf57 -0.0401900
POLR2A -0.0402073
SMPD1 -0.0402386
ABCB10 -0.0402582
RNASE8 -0.0402818
MAN1C1 -0.0402960
PSMF1 -0.0403089
SLC22A8 -0.0403153
KIF5A -0.0403329
MBTD1 -0.0403449
AQP10 -0.0403552
C16orf70 -0.0403910
DNHD1 -0.0403927
ANKRD55 -0.0403973
ZNF488 -0.0404050
DNAH10 -0.0404074
KRT10 -0.0404224
PHF3 -0.0404609
IQCF6 -0.0404697
CD207 -0.0404895
PRG3 -0.0405119
TRPC3 -0.0405122
DSCR4 -0.0405132
CD2AP -0.0405198
EXOC6B -0.0405279
HIAT1 -0.0405375
ACTR6 -0.0405476
KIAA0907 -0.0405763
PGA3 -0.0405765
CXCL5 -0.0405834
WFDC8 -0.0405890
C17orf47 -0.0405908
FAM19A1 -0.0406018
NVL -0.0406305
USP22 -0.0406323
SCN2A -0.0406569
MYADML2 -0.0406624
GOLGA2 -0.0406709
ABHD4 -0.0407065
ZFYVE1 -0.0407171
HBE1 -0.0407557
CEP97 -0.0407763
PIGK -0.0407909
FBXO33 -0.0407983
CCDC17 -0.0408310
CPSF7 -0.0408316
ADARB1 -0.0408580
DCHS2 -0.0408695
AMZ2 -0.0408778
FUT9 -0.0408812
PCDHB17 -0.0408984
FADS6 -0.0409425
OR2F1 -0.0409450
OBSL1 -0.0409501
PCDH20 -0.0409704
C11orf82 -0.0410039
WNT7B -0.0410239
GOLGA8A -0.0410277
GH2 -0.0410682
ACRV1 -0.0410754
PQLC2 -0.0410987
ASB4 -0.0411068
TSC22D3 -0.0411232
SLC29A3 -0.0411269
CPA5 -0.0411341
RNF207 -0.0411794
GCN1L1 -0.0411819
UNC13B -0.0411850
RBM12B-AS1 -0.0411885
POM121 -0.0411898
DPM3 -0.0412003
PFDN1 -0.0412076
TEX13B -0.0412424
LCN1 -0.0412556
PRG2 -0.0412590
RGMB -0.0412611
WNT9A -0.0412648
ESAM -0.0412711
OR2J2 -0.0412779
HIST1H3F -0.0413396
ITGAV -0.0413402
VWF -0.0413483
SNRNP40 -0.0413776
SLC4A2 -0.0413815
GON4L -0.0413884
KANSL1L -0.0413986
TFCP2 -0.0414040
TBX6 -0.0414051
ASB5 -0.0414085
ENAH -0.0414184
MC4R -0.0414246
DNAJB7 -0.0414367
TVP23C-CDRT4 -0.0414611
SLC22A13 -0.0414716
LIN7C -0.0414720
HYAL4 -0.0414744
RIMBP2 -0.0414810
MUC12 -0.0415093
ZNF576 -0.0415348
MYCBP -0.0415495
DEFB123 -0.0415509
HTR6 -0.0415617
PKD1L1 -0.0415641
ADSS -0.0415660
HERC1 -0.0415730
GCC2 -0.0416074
RNF152 -0.0416214
ZC3H8 -0.0416391
UST -0.0416534
PTAR1 -0.0416906
CYP3A4 -0.0417242
CCDC108 -0.0417252
MCM9 -0.0417319
DEFB106B -0.0417472
FATE1 -0.0417583
SHCBP1L -0.0417627
NDUFB6 -0.0417680
MTF1 -0.0417817
GLP1R -0.0417858
ZBTB7C -0.0417963
C2orf80 -0.0418002
MRPL54 -0.0418306
SLC35D1 -0.0418345
BRE -0.0418345
TTC32 -0.0418414
LTB4R -0.0418478
TSSK1B -0.0418493
NECAB2 -0.0418553
GOT1L1 -0.0418630
ZNF526 -0.0418692
ZNF649 -0.0418735
DCTD -0.0418886
RPS4Y1 -0.0418895
TXNL1 -0.0419200
TRAPPC6B -0.0419301
SNIP1 -0.0419685
ZNRF4 -0.0419691
ZNF560 -0.0419697
OR2C3 -0.0419748
TMEM8A -0.0420047
EFCAB4A -0.0420088
GJD2 -0.0420288
PRSS36 -0.0420350
TMOD3 -0.0420441
DBNDD1 -0.0420443
KRTAP9-3 -0.0420467
ANKRD12 -0.0420658
FXYD4 -0.0420679
TAS2R5 -0.0421035
PRKACA -0.0421054
CST8 -0.0421116
ITGA11 -0.0421132
PMVK -0.0421172
PTPN5 -0.0421401
MPZ -0.0421496
RNF11 -0.0421519
DCAF4L2 -0.0421554
SAMD7 -0.0421796
PGBD3 -0.0421913
WDR89 -0.0422077
GPR88 -0.0422280
PLXNA4 -0.0422404
CAPN14 -0.0422539
VWA3B -0.0422556
ZNF513 -0.0422606
TMEM119 -0.0422808
OTUD1 -0.0422819
MGA -0.0422977
SERPIND1 -0.0422978
GPR17 -0.0423155
THRAP3 -0.0423533
PPP6R2 -0.0423650
OR2V2 -0.0423968
KLHL30 -0.0424071
SLC35E1 -0.0424115
MATN1 -0.0424374
PPAN-P2RY11 -0.0424404
BTBD3 -0.0424463
MEP1A -0.0424504
CASP12 -0.0424563
C3orf49 -0.0424663
IBA57 -0.0424869
TRPM4 -0.0424904
ARF6 -0.0425035
KIAA2026 -0.0425051
SERPINB13 -0.0425089
TGM4 -0.0425204
CASK -0.0425259
SP5 -0.0425268
CARNS1 -0.0425448
C5orf51 -0.0425632
ZNF511 -0.0425768
VPREB1 -0.0425862
FLOT1 -0.0425909
POLRMT -0.0425922
ATXN7L3B -0.0425950
ZNF382 -0.0425960
TMED10 -0.0425990
CDH10 -0.0426032
PSG5 -0.0426096
AGBL1 -0.0426120
DYNC1I1 -0.0426241
KIAA1614 -0.0426253
MYL4 -0.0426333
VWA9 -0.0426337
TMED6 -0.0426372
MBD2 -0.0426435
PEX7 -0.0426518
CENPC -0.0426610
GPR37L1 -0.0426660
MCEE -0.0426950
PHLPP2 -0.0427096
LIMD1 -0.0427119
SECISBP2 -0.0427286
RBP2 -0.0427405
LINS -0.0427413
OPALIN -0.0427414
CNKSR2 -0.0427517
STOML1 -0.0427650
MYH15 -0.0427727
GGCX -0.0427786
RPS4Y2 -0.0427830
SARS -0.0427846
EXOC4 -0.0427885
TBC1D25 -0.0428015
C17orf98 -0.0428072
ESR2 -0.0428136
PARG -0.0428209
USP51 -0.0428428
C1orf123 -0.0428713
FGD4 -0.0428793
ECSCR -0.0428801
C7orf73 -0.0428813
ERAS -0.0428848
SPG7 -0.0428896
CAV2 -0.0428899
AHDC1 -0.0429161
MARCH3 -0.0429500
KIR3DL2 -0.0429581
EOGT -0.0429582
CMTM4 -0.0429812
MYO3B -0.0430053
H2AFV -0.0430178
MRPS10 -0.0430259
LRRC4B -0.0430268
FAHD2A -0.0430292
MINPP1 -0.0430302
CRTC3 -0.0430414
NDUFA4L2 -0.0430436
ZNF473 -0.0430460
CA11 -0.0430572
TOPORS -0.0430586
PDLIM5 -0.0430985
COPB1 -0.0431000
HDAC7 -0.0431184
MBD3L1 -0.0431360
TXLNA -0.0431387
TRMT2A -0.0431457
RNF148 -0.0431511
FBXO11 -0.0431575
C21orf49 -0.0431882
OR2A25 -0.0431948
STK11IP -0.0432051
RPL18 -0.0432099
ZBTB39 -0.0432114
TMEM167B -0.0432208
CCDC85B -0.0432237
OTOP1 -0.0432282
FAM132A -0.0432439
ZNF845 -0.0432459
CDHR2 -0.0432676
HTR1B -0.0432866
ENOX1 -0.0432890
RPP25L -0.0433014
DDX10 -0.0433059
NLRP4 -0.0433133
DUSP3 -0.0433133
RSRC2 -0.0433290
ZNF222 -0.0433310
BAP1 -0.0433327
NUPL1 -0.0433392
TMEM179 -0.0433422
GPR153 -0.0433515
SCTR -0.0433713
ADCY10 -0.0433763
ACSF2 -0.0433767
SPATA22 -0.0434075
LRRC47 -0.0434165
ZNF253 -0.0434273
FERD3L -0.0434284
METAP2 -0.0434367
PDZD3 -0.0434796
ANAPC15 -0.0434898
AGPAT4 -0.0435193
C11orf40 -0.0435359
GRHPR -0.0435409
ZSCAN9 -0.0435574
LEUTX -0.0435683
PTPN21 -0.0435742
KCNRG -0.0435941
OR10R2 -0.0435998
PRCP -0.0436031
UBL5 -0.0436127
TGFB2 -0.0436268
OR51Q1 -0.0436548
KRT38 -0.0436560
RAC3 -0.0436883
C17orf89 -0.0436949
CHD2 -0.0437008
SLC38A9 -0.0437054
ERGIC3 -0.0437173
POMK -0.0437197
LAMA4 -0.0437364
LLPH -0.0437409
PCDHB1 -0.0437537
LDOC1 -0.0437629
ANKFN1 -0.0437905
LPO -0.0437931
SOCS6 -0.0437983
HTR3B -0.0438240
ASTL -0.0438352
RGAG1 -0.0438609
BMP8B -0.0438682
RABGGTA -0.0438710
A4GALT -0.0438737
KRTAP3-3 -0.0438770
TMEM204 -0.0438801
RAB13 -0.0438880
PRKACB -0.0439157
CENPT -0.0439290
GNRH2 -0.0439495
SELT -0.0439501
PNISR -0.0439532
FGF22 -0.0439546
PRM2 -0.0439621
CBX6 -0.0439655
MAGEB10 -0.0439713
SERPINA7 -0.0439763
BCKDK -0.0439819
L1CAM -0.0439844
ARR3 -0.0439889
PPM1L -0.0439987
CNNM1 -0.0440206
ZSWIM7 -0.0440366
IER3 -0.0440580
UBE2D2 -0.0440672
EPHA7 -0.0440694
MAP10 -0.0440700
PNPLA8 -0.0440812
TBC1D26 -0.0440813
KRTAP4-9 -0.0441168
VSTM2B -0.0441180
GIP -0.0441262
NADSYN1 -0.0441325
IFNA5 -0.0441485
LRRC72 -0.0441585
IL36RN -0.0441590
CHMP6 -0.0441852
CXorf56 -0.0441877
FSHB -0.0442130
GALR1 -0.0442223
OMG -0.0442319
SNTA1 -0.0442356
LRP10 -0.0442358
SFTPA1 -0.0442770
EREG -0.0442793
UFSP2 -0.0443148
USP4 -0.0443416
AGAP7 -0.0443438
RPL12 -0.0443618
TRMT112 -0.0443666
USP9X -0.0443902
RPS29 -0.0444065
TEX35 -0.0444249
AIMP2 -0.0444422
KLHL8 -0.0444863
SEMA3D -0.0444996
ALDH8A1 -0.0445073
HK1 -0.0445166
PANX2 -0.0445271
TMEM133 -0.0445410
ZNHIT2 -0.0445517
DCAF8L2 -0.0445785
CHRDL2 -0.0445794
PAPOLB -0.0446012
SNX32 -0.0446115
DKKL1 -0.0446207
PTGR1 -0.0446252
ADCYAP1R1 -0.0446274
SMC5 -0.0446285
MRPS18C -0.0446450
NFE2L2 -0.0446590
HNRNPK -0.0446612
RAB6C -0.0446656
OR7A5 -0.0446690
EMC9 -0.0446776
THRB -0.0447071
ZNF619 -0.0447076
MIXL1 -0.0447092
ELSPBP1 -0.0447232
TMEM126A -0.0447332
SYNGR3 -0.0447356
SNX19 -0.0447737
MYO1C -0.0447915
SCARF2 -0.0448036
OR1Q1 -0.0448080
OR4F4 -0.0448120
ZNF830 -0.0448211
RCHY1 -0.0448342
STX2 -0.0448438
LAMB1 -0.0448455
HIST1H1D -0.0448539
NDUFS7 -0.0448657
AGPAT1 -0.0448667
ACTL9 -0.0448708
SGIP1 -0.0448945
ACAP3 -0.0448990
CCDC174 -0.0449204
ADAM18 -0.0449247
RELL2 -0.0449492
TTLL6 -0.0449587
PDE10A -0.0449859
AKAP6 -0.0450060
GRM3 -0.0450113
ZCCHC5 -0.0450434
AVPR1B -0.0450495
DEFB104B -0.0450796
CCT5 -0.0450922
SHQ1 -0.0451053
SPHKAP -0.0451183
DGCR6 -0.0451273
C3orf27 -0.0451398
C11orf83 -0.0451456
HHLA3 -0.0451574
CNOT4 -0.0451635
ZNF75D -0.0451764
SCAND3 -0.0451886
YTHDF3 -0.0451983
CREB3L3 -0.0451989
FCF1 -0.0452084
ANKRD13B -0.0452181
RXFP2 -0.0452198
ZNF273 -0.0452283
RNF113B -0.0452330
NAP1L4 -0.0452349
ZSCAN21 -0.0452530
TPTE2 -0.0452535
ZNF674 -0.0452536
CISD1 -0.0452636
SLC25A12 -0.0452637
MRPL32 -0.0453025
ATP2A2 -0.0453418
TM4SF5 -0.0453493
HOXB8 -0.0453688
C21orf37 -0.0453913
KRTAP13-3 -0.0453972
CELF1 -0.0454084
KLK3 -0.0454248
SCN5A -0.0454267
WDR61 -0.0454511
NTPCR -0.0454541
SPANXN3 -0.0454572
IFNA21 -0.0454619
TBC1D20 -0.0454780
TIRAP -0.0454872
FGF8 -0.0454968
ZNF3 -0.0454983
D2HGDH -0.0455418
KLHL2 -0.0455584
RNF10 -0.0455628
ADCY2 -0.0455741
NDUFAB1 -0.0455803
SCG3 -0.0455882
PTF1A -0.0455987
ZNF566 -0.0456151
TMBIM6 -0.0456375
ENPP7 -0.0456491
ATP13A4 -0.0456604
ATP5H -0.0456627
C3orf80 -0.0456722
DAAM1 -0.0456726
KRTAP4-2 -0.0456972
DIRC1 -0.0456985
TMC5 -0.0456999
MLLT11 -0.0457034
TULP2 -0.0457063
MRGPRX3 -0.0457139
DHX58 -0.0457533
ZNF717 -0.0457570
TBX4 -0.0457628
GPR82 -0.0457695
EXPH5 -0.0457748
SYT10 -0.0458180
TNFRSF10D -0.0458237
LRRC38 -0.0458318
C10orf111 -0.0458348
PIP5K1C -0.0458481
TRPV1 -0.0458692
ATG12 -0.0458714
IL17B -0.0458739
INHA -0.0458893
USP36 -0.0458927
ZC3H14 -0.0459106
BCAS3 -0.0459296
ANKRD32 -0.0459623
REEP3 -0.0459772
TNFRSF11B -0.0459804
SDSL -0.0459806
ARMC8 -0.0459927
MYADM -0.0460053
GOLGA6L10 -0.0460254
MCF2 -0.0460527
COMMD4 -0.0460692
SMS -0.0460713
C22orf31 -0.0460818
CCM2L -0.0460881
LYZL6 -0.0460985
EBF2 -0.0461048
CDKL4 -0.0461182
MUT -0.0461189
UBR4 -0.0461201
FAM193B -0.0461275
APOB -0.0461282
VPS36 -0.0461543
BDH1 -0.0461639
FOXF2 -0.0462118
THOC2 -0.0462204
MBOAT4 -0.0462244
LY6G5B -0.0462704
TRIM42 -0.0462720
SCGB2A1 -0.0462844
PDZD4 -0.0462923
REG4 -0.0462938
KDR -0.0462939
ORMDL1 -0.0463017
CDH16 -0.0463423
MRPL50 -0.0463497
RLN3 -0.0463505
SRSF11 -0.0463758
TMC7 -0.0463760
CYP1A1 -0.0463907
ELP4 -0.0463916
C17orf99 -0.0464005
SAMD5 -0.0464050
AURKC -0.0464107
CELF5 -0.0464132
MBL2 -0.0464366
C7orf26 -0.0464543
EIF3I -0.0464571
FBXO25 -0.0464792
REG3G -0.0464826
LEPROTL1 -0.0464844
MT3 -0.0464915
CAMKK1 -0.0465025
AKAP4 -0.0465042
MYO1H -0.0465196
ELFN2 -0.0465379
INHBA -0.0465382
SLC41A1 -0.0465386
SMPD3 -0.0465397
TMEM27 -0.0465427
MYOC -0.0465739
DKFZP434A062 -0.0465844
TLK2 -0.0465908
CLTC -0.0465995
TBC1D8 -0.0466090
VPS13A -0.0466126
CEP152 -0.0466393
KCNS1 -0.0466524
KRTAP9-4 -0.0466612
DHX34 -0.0466714
POFUT2 -0.0467154
FAM209B -0.0467203
ADRB1 -0.0467214
VDAC1 -0.0467260
NARS -0.0467306
TRIM40 -0.0467341
ZNF583 -0.0467378
GAPT -0.0467421
WDR87 -0.0467453
FOXN1 -0.0467667
ITLN2 -0.0467745
HSD17B14 -0.0467768
KRT26 -0.0468282
COL5A2 -0.0468333
GALNT11 -0.0468383
IL4 -0.0468579
SEC24D -0.0468637
CEP170B -0.0468694
MUC7 -0.0468901
LMOD2 -0.0468937
SRP19 -0.0469031
C22orf24 -0.0469085
HS3ST2 -0.0469126
EIF4EBP2 -0.0469268
LYVE1 -0.0469293
WDR88 -0.0469548
SCN10A -0.0469637
ZNF600 -0.0469692
C11orf45 -0.0469817
PCDHB6 -0.0469838
OARD1 -0.0469867
SEC22C -0.0469991
LYG2 -0.0470023
CXCR1 -0.0470243
NDNL2 -0.0470253
KRT35 -0.0470277
REN -0.0470388
ANGPT2 -0.0470439
TGOLN2 -0.0470499
EMC1 -0.0470564
LARP4 -0.0470894
RXRG -0.0471135
HES6 -0.0471184
MCPH1 -0.0471187
FGFR1OP2 -0.0471224
CTCF -0.0471245
SLC5A12 -0.0471246
REEP4 -0.0471424
ZNF813 -0.0471802
GOLGA6A -0.0471834
CRCP -0.0471860
OIT3 -0.0471966
SFSWAP -0.0472147
SDK1 -0.0472295
ZNF668 -0.0472383
PRB2 -0.0472403
CTNNB1 -0.0472424
GC -0.0472513
C4orf33 -0.0472531
GPR62 -0.0472591
ONECUT1 -0.0472608
PAM -0.0472784
TPD52L3 -0.0472885
HTR3D -0.0472938
ACOX1 -0.0472974
PRNT -0.0473027
IQCD -0.0473096
ZSWIM8 -0.0473101
VAMP8 -0.0473144
ASTN2 -0.0473235
OR1L4 -0.0473507
RIOK3 -0.0473519
WBP1L -0.0473552
OR2T8 -0.0473564
SULT1E1 -0.0473667
SYNPO -0.0473767
TMEM255A -0.0473823
PDP2 -0.0473878
CDK18 -0.0474137
ZCWPW1 -0.0474266
KCNK10 -0.0474361
STK33 -0.0474374
NPM1 -0.0474443
WSCD2 -0.0474451
ELK3 -0.0474503
MFN2 -0.0474738
STAM2 -0.0474881
HDAC1 -0.0474957
OR51B4 -0.0475043
CYP11B2 -0.0475095
ZNF266 -0.0475491
ANKLE2 -0.0475596
MDS2 -0.0475643
LIG4 -0.0475770
SEMA6C -0.0475849
SMAD4 -0.0476038
CADM1 -0.0476105
UBE2U -0.0476209
OAZ2 -0.0476421
RNF187 -0.0476462
TRUB2 -0.0476530
C12orf79 -0.0476603
ERGIC2 -0.0476698
HIST1H2AA -0.0476709
PCDHGA2 -0.0476736
OR4C3 -0.0476904
GYS2 -0.0477108
IKZF4 -0.0477364
ZFP37 -0.0477409
ODF2L -0.0477494
HS6ST1 -0.0477498
HIPK3 -0.0477604
MARCH8 -0.0477717
C2orf70 -0.0477729
CAMSAP1 -0.0477889
CDHR5 -0.0477933
ABI3BP -0.0478064
COLQ -0.0478191
SHBG -0.0478317
SEPT7 -0.0478357
RFC1 -0.0478395
USP33 -0.0478399
MTUS2 -0.0478410
PRKAR2B -0.0478475
KCNAB3 -0.0478641
ERVFRD-1 -0.0478727
GALNT10 -0.0478776
RNASE7 -0.0479013
HTR4 -0.0479022
PRSS3 -0.0479071
BPIFA3 -0.0479168
SPTLC1 -0.0479184
STX12 -0.0479224
BMP15 -0.0479244
ZNF331 -0.0479307
VANGL1 -0.0479310
ZNF775 -0.0479382
SLC7A11 -0.0479622
ACSBG2 -0.0479748
CDNF -0.0479820
CUEDC2 -0.0480133
UMOD -0.0480214
NMUR2 -0.0480355
BTG2 -0.0480382
CTNNA3 -0.0480416
LRCH1 -0.0480442
CORO1B -0.0480520
ZSCAN4 -0.0480614
TUBE1 -0.0480709
TYRP1 -0.0480791
ZNF665 -0.0480953
PRPF38B -0.0481063
CPQ -0.0481193
ZSCAN20 -0.0481340
NINL -0.0481552
PPP4R1L -0.0481572
C9 -0.0481624
PPM1N -0.0482234
ZNF510 -0.0482300
GTF2E1 -0.0482358
ARMC1 -0.0482384
OCM2 -0.0482538
PLCZ1 -0.0482599
OR7D4 -0.0482632
ZXDA -0.0482686
C10orf62 -0.0482764
RHOXF2B -0.0483015
DFNB31 -0.0483043
LZIC -0.0483382
FUT6 -0.0483449
TSHB -0.0483531
NUFIP1 -0.0483578
UBL3 -0.0483671
MOSPD3 -0.0483747
DAO -0.0484095
MN1 -0.0484137
RAP2C -0.0484170
LEFTY2 -0.0484264
DEFA5 -0.0484302
ZBTB8A -0.0484386
TSHR -0.0484420
SMPD4 -0.0484442
PIGL -0.0484464
GYPB -0.0484485
ARRDC3 -0.0484548
WNT8A -0.0484599
ZBTB44 -0.0484833
P2RY1 -0.0485235
C11orf16 -0.0485279
MIP -0.0485415
DCP2 -0.0485451
USP42 -0.0485476
PIN4 -0.0485554
CFC1 -0.0485868
VWDE -0.0485913
G6PC2 -0.0485991
CCBL2 -0.0486028
NT5DC3 -0.0486072
TAC4 -0.0486131
SSMEM1 -0.0486274
RBM25 -0.0486276
CRY1 -0.0486294
CSF3 -0.0486370
A4GNT -0.0486405
MAP2 -0.0486592
B3GALT2 -0.0486616
RBMY1B -0.0486635
CCDC171 -0.0486760
C12orf42 -0.0486874
MRPS25 -0.0486896
CPN2 -0.0486929
CYP46A1 -0.0487218
DTHD1 -0.0487242
CREB3L4 -0.0487371
BEND6 -0.0487395
HSF2BP -0.0487512
DDB2 -0.0487554
ISLR2 -0.0487625
PPFIA2 -0.0487699
WT1 -0.0487844
SLC25A36 -0.0487859
KRT78 -0.0487862
WIZ -0.0487864
RBM4B -0.0488036
CNTN5 -0.0488109
HPS4 -0.0488169
HOXD4 -0.0488283
RBMXL2 -0.0488401
CARKD -0.0488645
HES2 -0.0488680
CLRN1 -0.0488752
PMS1 -0.0489051
TMEM196 -0.0489154
ZNF282 -0.0489219
KRTAP4-1 -0.0489319
CES5A -0.0489330
TFDP3 -0.0489366
PAIP2B -0.0489416
STXBP5L -0.0489419
UIMC1 -0.0489667
EFCAB11 -0.0489706
SLC22A7 -0.0489748
KCNA10 -0.0489859
SPRED2 -0.0489883
CCL22 -0.0489978
C9orf57 -0.0490226
FOXI1 -0.0490314
GMFB -0.0490350
KPNA6 -0.0490415
MAGEB4 -0.0490497
OR8D2 -0.0490595
TEDDM1 -0.0490608
ZNF57 -0.0490932
GLB1L3 -0.0491124
GPR149 -0.0491139
FOXJ3 -0.0491178
AVPR1A -0.0491224
PIWIL3 -0.0491445
LY6G5C -0.0491517
LHX4 -0.0491680
ERP44 -0.0491695
GABRA1 -0.0491775
FOXJ2 -0.0491811
RASSF3 -0.0491819
TXNDC15 -0.0491846
MRGPRX1 -0.0491853
WNK1 -0.0491855
TMEM186 -0.0492100
RIPPLY2 -0.0492457
CLVS1 -0.0492537
DLG2 -0.0492604
KCNQ5 -0.0492649
CT45A5 -0.0492798
VHLL -0.0492913
CALCOCO2 -0.0493076
MCOLN3 -0.0493082
SLC13A1 -0.0493163
MAP3K4 -0.0493262
ZC3H7B -0.0493299
DEFB126 -0.0493377
USH1G -0.0493558
SLC17A1 -0.0493704
ZKSCAN5 -0.0493721
OR5T2 -0.0493967
PPP6C -0.0494042
PPP1R12A -0.0494056
GOLGA8M -0.0494082
CPSF2 -0.0494086
LRRC19 -0.0494204
KCNA6 -0.0494280
PLD2 -0.0494293
FGF23 -0.0494463
EQTN -0.0494479
PTRH1 -0.0494588
GSC2 -0.0494707
LTN1 -0.0494874
NAGPA -0.0494922
FNDC4 -0.0495146
SEC14L5 -0.0495193
ASB12 -0.0495236
DARS2 -0.0495526
IRF6 -0.0495784
PRR7 -0.0495844
TARSL2 -0.0496049
LRFN4 -0.0496097
HNF1A -0.0496367
TP73 -0.0496400
CCDC62 -0.0496492
LIPT1 -0.0496521
OR12D3 -0.0496600
C3orf20 -0.0496639
COL8A2 -0.0496642
ELK1 -0.0496706
ASB7 -0.0496989
TMUB2 -0.0496996
IFNA16 -0.0497135
FSD2 -0.0497312
NRDE2 -0.0497368
ACOT12 -0.0497386
C4orf29 -0.0497443
B3GAT3 -0.0497539
ELAVL2 -0.0497735
PGM5 -0.0497973
BHMT -0.0498145
C11orf54 -0.0498430
GAL3ST2 -0.0498808
AOC1 -0.0498870
COLEC10 -0.0498923
PRPF6 -0.0499437
VGLL2 -0.0499794
CEP70 -0.0499844
COL19A1 -0.0499847
VENTX -0.0499853
HTR1E -0.0499878
RABEPK -0.0499893
TRPC4 -0.0499935
MRC2 -0.0500060
TYR -0.0500077
MBD1 -0.0500137
CDH9 -0.0500171
PTGES3 -0.0500349
B4GALNT1 -0.0500480
PID1 -0.0500548
FBXW11 -0.0500561
GPR55 -0.0500627
ARFGAP1 -0.0500630
IGLON5 -0.0500666
GLRA4 -0.0500827
GAGE1 -0.0500901
NR1H4 -0.0500923
GLRA2 -0.0501034
TAS2R1 -0.0501054
ZNF426 -0.0501125
PRICKLE4 -0.0501125
NLRP10 -0.0501450
STARD6 -0.0501582
BCCIP -0.0501669
MMD2 -0.0501742
ZNF385A -0.0501796
TRIM15 -0.0501871
PIN1 -0.0501887
PGS1 -0.0501910
ZFAND2A -0.0502047
AKT3 -0.0502203
DNMT3L -0.0502317
RGPD5 -0.0502380
C20orf173 -0.0502387
MESDC2 -0.0502512
FAM175B -0.0502815
RNF39 -0.0503201
WDR48 -0.0503385
TLN2 -0.0503420
SNX2 -0.0503430
CNTN6 -0.0503431
XAGE5 -0.0503492
FAM131B -0.0503590
WDR26 -0.0503612
SIM2 -0.0503760
OR2C1 -0.0503761
RAD52 -0.0503831
NCKIPSD -0.0504084
POU3F2 -0.0504186
OR51B2 -0.0504190
TRPM1 -0.0504283
XPO7 -0.0504299
HSPA13 -0.0504375
SDC2 -0.0504702
MSH4 -0.0504706
CUTA -0.0504848
MED14 -0.0504990
CHL1 -0.0505002
CNPY2 -0.0505125
ZNF354A -0.0505214
CUX2 -0.0505436
SPATA31A3 -0.0505634
SCRT1 -0.0506041
SLC22A11 -0.0506080
TRERF1 -0.0506104
ZNF644 -0.0506319
FOXK1 -0.0506464
PTPN18 -0.0506466
GOSR2 -0.0506516
KRT25 -0.0506669
GALNT13 -0.0506751
KRT77 -0.0506905
PAQR7 -0.0507049
MTCP1 -0.0507057
SBNO1 -0.0507221
PRAMEF16 -0.0507238
LONRF1 -0.0507526
GPR61 -0.0507562
SLC30A10 -0.0507634
C7orf33 -0.0507640
LAPTM4A -0.0507874
OR4C46 -0.0507937
RNF34 -0.0507952
RNF216 -0.0508084
TACR1 -0.0508126
FIBIN -0.0508370
CLEC2L -0.0508382
ANGPT4 -0.0508535
RPP14 -0.0508540
KIR3DL3 -0.0508749
PAQR6 -0.0508783
HCFC1 -0.0508874
HSBP1 -0.0508893
ELAVL4 -0.0508958
WFIKKN2 -0.0509004
MCTS1 -0.0509060
ANKRD36 -0.0509348
GUCY2D -0.0509376
PLEKHM3 -0.0509412
DYNAP -0.0509573
SEMA4B -0.0509803
CDH23 -0.0509870
GLS -0.0510042
SP1 -0.0510079
THAP4 -0.0510189
HIST1H2AE -0.0510486
ZFY -0.0510530
TNFAIP6 -0.0510751
RABIF -0.0510791
PCDHGA9 -0.0510814
MARCH2 -0.0510870
DDX50 -0.0510876
LELP1 -0.0510908
ASB11 -0.0511050
SLC20A2 -0.0511168
CORO2B -0.0511364
CTRC -0.0511584
ATG10 -0.0511707
ZNF77 -0.0511710
HNRNPU -0.0511789
KLK15 -0.0511800
ZNF227 -0.0512027
ACO1 -0.0512175
GPR123 -0.0512176
SPOP -0.0512400
WDR44 -0.0512439
SEMA3E -0.0512631
INSL6 -0.0512661
MASP2 -0.0512703
VN1R4 -0.0512721
ING2 -0.0512759
ZNF512 -0.0512861
DGCR6L -0.0513057
TLK1 -0.0513143
VCPKMT -0.0513161
CCDC70 -0.0513288
CC2D2B -0.0513401
EFEMP2 -0.0513645
ERVMER34-1 -0.0513648
KIF13A -0.0513700
FAM150A -0.0513837
RPS2 -0.0513895
ROS1 -0.0513922
C2CD3 -0.0514280
PROC -0.0514336
MAGEA11 -0.0514413
ZCCHC2 -0.0514661
SMIM12 -0.0514683
GNA11 -0.0514857
LCE1F -0.0514869
ILK -0.0514975
SIPA1L3 -0.0514997
YBEY -0.0515036
CFHR1 -0.0515067
TRAPPC11 -0.0515148
ZFAND6 -0.0515169
NEFH -0.0515289
C15orf37 -0.0515394
TGM3 -0.0515428
ATP12A -0.0515448
FAM71D -0.0515500
ZCCHC14 -0.0515509
MYH6 -0.0515699
GRID2 -0.0515841
IFI27L2 -0.0515882
CDH8 -0.0515904
GUCA1C -0.0515937
OR2A14 -0.0515976
ATP6V1E2 -0.0516113
DNAJC1 -0.0516182
MAN1A2 -0.0516249
DNAJA2 -0.0516401
ZNF841 -0.0516693
KIF3C -0.0516702
MYLK2 -0.0516777
RDH16 -0.0516841
C11orf87 -0.0516842
VCPIP1 -0.0516957
NEU3 -0.0517185
SH2D6 -0.0517258
EYS -0.0517658
DMAP1 -0.0517669
C11orf63 -0.0517777
ELMO2 -0.0518097
NF1 -0.0518097
PSPN -0.0518526
ADIPOR1 -0.0518595
ATP8B2 -0.0518803
ISCU -0.0519053
HIST1H2BA -0.0519144
STX1A -0.0519148
KRTAP1-1 -0.0519180
IRAK1BP1 -0.0519210
MAP1B -0.0519224
SUPT3H -0.0519316
TRAK1 -0.0519433
ERMN -0.0519455
WNT3A -0.0519553
PHLPP1 -0.0519586
RRP9 -0.0519831
EXD2 -0.0519834
CLPSL2 -0.0519897
HEXDC -0.0520190
SLC7A14 -0.0520219
CTSE -0.0520365
DCAF15 -0.0520479
RBM17 -0.0520511
GRXCR1 -0.0520763
EIF3A -0.0520859
PEMT -0.0521058
TSLP -0.0521338
PKD2L2 -0.0521345
CAMTA1 -0.0521500
FAM83C -0.0521551
BTBD7 -0.0521688
SLC12A6 -0.0521725
DPPA4 -0.0521777
RC3H1 -0.0521912
FGF16 -0.0522129
GGN -0.0522148
RAC1 -0.0522320
TGFB1I1 -0.0522436
PANK3 -0.0522634
CALN1 -0.0522916
KCNE1 -0.0523018
SCARA3 -0.0523182
SLC26A2 -0.0523193
KCNA7 -0.0523344
HIF1AN -0.0523725
CASP9 -0.0523793
NHLH1 -0.0523840
STIM2 -0.0523910
TEX36 -0.0524079
C19orf25 -0.0524255
RNF135 -0.0524273
ATP2B4 -0.0524456
PET112 -0.0524690
NPSR1 -0.0524918
SLC16A12 -0.0524957
AZIN1 -0.0524990
WWC1 -0.0525135
NXPE3 -0.0525259
IQCF5 -0.0525269
DEFB4A -0.0525398
LUC7L2 -0.0525414
ABCB11 -0.0525420
COG3 -0.0525503
TMEM231 -0.0525720
KLK2 -0.0525807
ART1 -0.0525852
MYLK3 -0.0525944
CCDC102B -0.0526099
GLTSCR1L -0.0526235
SPTB -0.0526242
IPO9 -0.0526393
TSPY4 -0.0526798
GPR20 -0.0526818
ESF1 -0.0526924
USP38 -0.0526946
NOTCH2NL -0.0527083
DEFA6 -0.0527098
IRAK4 -0.0527103
ANAPC7 -0.0527271
OTOL1 -0.0527323
ABHD12 -0.0527341
MEF2A -0.0527344
GBX1 -0.0527415
PSMD9 -0.0527480
PRDM14 -0.0527541
AMELY -0.0527584
TENM3 -0.0527710
SLC6A3 -0.0527993
TUBB1 -0.0528084
REG3A -0.0528216
KDM5B -0.0528245
PRDM4 -0.0528269
C21orf62 -0.0528284
BIK -0.0528323
AZI2 -0.0528447
TSPAN5 -0.0528468
C2orf42 -0.0528479
ALKBH8 -0.0528527
CPEB4 -0.0528533
TTLL5 -0.0528568
PRSS42 -0.0528613
KIDINS220 -0.0528683
DMC1 -0.0528694
FRG1 -0.0528729
C14orf178 -0.0528746
UBR7 -0.0528849
NKPD1 -0.0528852
SOBP -0.0528890
PRX -0.0529094
EP400 -0.0529114
LRP11 -0.0529160
BCL2L1 -0.0529488
GAPDHS -0.0529503
PRRC1 -0.0529547
PSMC3IP -0.0529630
PCCA -0.0529891
GABRG3 -0.0530021
OR2S2 -0.0530095
KCNB1 -0.0530357
ALDOB -0.0530470
ADAMTS12 -0.0530536
RNF128 -0.0530566
PDE1B -0.0530580
SSX5 -0.0530742
LDB3 -0.0530785
HIST1H1E -0.0530852
C15orf61 -0.0530973
EMC7 -0.0530991
TTYH2 -0.0531097
SIK2 -0.0531120
NPR2 -0.0531126
RCVRN -0.0531175
RETSAT -0.0531218
SOHLH2 -0.0531345
SOWAHC -0.0531405
CTSO -0.0531429
SH3D21 -0.0531455
TINAG -0.0531492
HMCN2 -0.0531497
ZAR1 -0.0531616
LTBP2 -0.0531644
RGS6 -0.0531671
AP1S3 -0.0531684
USP45 -0.0531908
PODNL1 -0.0532262
NFXL1 -0.0532511
PCSK5 -0.0532607
LPAR4 -0.0532699
ST3GAL4 -0.0532947
RNF2 -0.0532994
SRCRB4D -0.0533026
KCNH1 -0.0533270
NOX4 -0.0533517
CAPN15 -0.0533521
TMTC1 -0.0533541
PTH -0.0533726
PRDM10 -0.0533897
CES3 -0.0534347
STK32A -0.0534370
TAS2R39 -0.0534392
PRR16 -0.0534424
YIPF7 -0.0534706
KAAG1 -0.0534825
PM20D1 -0.0534846
EDC3 -0.0534888
TRPM3 -0.0535092
PROK2 -0.0535201
PKD1 -0.0535285
XIRP2 -0.0535311
PHYHIPL -0.0535366
CD22 -0.0535370
KCNJ4 -0.0535392
CPLX4 -0.0535440
AVPI1 -0.0535695
RS1 -0.0535757
MAGEA8 -0.0535881
NT5C1A -0.0535921
BOLL -0.0536208
RBAK-RBAKDN -0.0536349
ACAD10 -0.0536358
CCDC94 -0.0536364
HEPN1 -0.0536384
GORASP1 -0.0536388
PCED1A -0.0536391
RCOR1 -0.0536487
SF1 -0.0536499
SLC38A1 -0.0536523
RESP18 -0.0536527
ADAMTSL3 -0.0536530
DVL1 -0.0536727
GSS -0.0536760
CYP51A1 -0.0536781
ARHGEF35 -0.0537068
ATP6V1D -0.0537418
ENC1 -0.0537437
SPAM1 -0.0537451
SPATS1 -0.0537586
SPEM1 -0.0537595
RAB6B -0.0537710
PDE1C -0.0537752
APOA1 -0.0537756
FAM71F1 -0.0537853
AKAP10 -0.0537959
GCGR -0.0537981
OR12D2 -0.0538162
TM4SF19 -0.0538194
CBWD2 -0.0538369
PRSS58 -0.0538389
TPCN2 -0.0538435
COPZ1 -0.0538483
KCNH7 -0.0538498
ZCCHC12 -0.0538548
LYPD8 -0.0538600
FAM220A -0.0538667
CCT8L2 -0.0539295
CD93 -0.0539424
KDM6B -0.0539506
GOLGA7 -0.0539604
GNL1 -0.0539664
CCDC27 -0.0539705
OMP -0.0539842
SNX31 -0.0539884
MAP1LC3C -0.0540074
ARL4A -0.0540098
CLYBL -0.0540179
YIF1B -0.0540193
USP13 -0.0540304
PSORS1C1 -0.0540489
GABBR1 -0.0540871
THG1L -0.0541109
OR11H12 -0.0541127
NMRK2 -0.0541134
MIDN -0.0541170
EXOG -0.0541219
KRTAP4-7 -0.0541235
RHD -0.0541365
PPIL3 -0.0541548
STRAP -0.0541625
ANXA10 -0.0541794
C11orf44 -0.0541895
RNF17 -0.0541968
KIAA0753 -0.0542200
NR4A1 -0.0542628
DXO -0.0542688
TOX3 -0.0542801
SNAPC3 -0.0543063
AMBRA1 -0.0543142
TAS2R3 -0.0543232
CALM1 -0.0543518
HIST1H4I -0.0543528
STK16 -0.0543687
TRPM6 -0.0543702
ZNF804A -0.0543899
C1orf216 -0.0544014
SLC25A46 -0.0544068
CLNS1A -0.0544205
RNF169 -0.0544334
MLNR -0.0544353
TMEM57 -0.0544367
RAD21L1 -0.0544514
KLHL14 -0.0544604
CPB2 -0.0544751
MBP -0.0544758
CATSPERG -0.0544760
MRGPRX2 -0.0544866
GRM2 -0.0545059
SPEG -0.0545363
TUBA8 -0.0545378
PHYH -0.0545408
HTN3 -0.0545415
MC3R -0.0545548
ZNF654 -0.0545659
ZNF829 -0.0545793
PKN1 -0.0545863
SAYSD1 -0.0546200
PHF10 -0.0546320
SLC25A31 -0.0546537
GPR125 -0.0546604
HOXB1 -0.0546689
HOXD9 -0.0546812
POLR2J -0.0546918
FUBP3 -0.0546949
BCOR -0.0547000
FNTB -0.0547023
CYFIP1 -0.0547027
BCL6 -0.0547210
TSSK3 -0.0547338
ZDHHC21 -0.0547385
IL23R -0.0547454
SYT6 -0.0547512
C10orf53 -0.0547753
PGLYRP1 -0.0547836
F3 -0.0547870
DLX5 -0.0547894
KRTAP4-8 -0.0548033
CRYGB -0.0548296
ADAM29 -0.0548335
OR2M2 -0.0548379
PDX1 -0.0548876
SLC17A2 -0.0548910
COBL -0.0548999
CCIN -0.0549081
BPIFC -0.0549110
ALPL -0.0549204
C16orf92 -0.0549255
OR3A1 -0.0549422
IGFBP7 -0.0549525
SLAIN2 -0.0549569
CACNG7 -0.0549569
CYP26B1 -0.0549676
ATP2A1 -0.0549751
DCC -0.0549777
TAS2R19 -0.0549822
GP5 -0.0550082
DLGAP2 -0.0550357
PDXDC1 -0.0550542
ZYG11B -0.0550631
NR1D2 -0.0550639
SMAD7 -0.0550677
ZNF589 -0.0550704
HCG27 -0.0550728
PHOX2B -0.0550839
SDR9C7 -0.0550877
NUFIP2 -0.0550923
C9orf129 -0.0550928
TEX13A -0.0551064
CETN1 -0.0551216
TSSK6 -0.0551226
MYL2 -0.0551436
ALG11 -0.0551478
HTR2C -0.0551626
N6AMT2 -0.0551647
LMOD1 -0.0551711
ETV1 -0.0551809
SCRN1 -0.0551817
PRAMEF8 -0.0551824
C7orf69 -0.0551848
SNX33 -0.0551867
EPB41 -0.0552155
IFNA2 -0.0552255
FRMPD1 -0.0552475
UNK -0.0552517
MTERFD2 -0.0552628
IARS2 -0.0552631
GRM7 -0.0552815
MRPL34 -0.0553072
RNF146 -0.0553369
IFITM2 -0.0553373
GCKR -0.0553386
TRIML1 -0.0553443
CYP19A1 -0.0553605
WDR11 -0.0553618
PLEKHA1 -0.0553756
PRR18 -0.0553784
ZNF585B -0.0553789
DNAJC27 -0.0553862
CPNE9 -0.0553945
LLGL2 -0.0553950
ZNF284 -0.0553962
TREML4 -0.0553976
C6orf10 -0.0553999
RAB18 -0.0554041
OLIG2 -0.0554151
ZNF230 -0.0554200
SERPINE1 -0.0554231
COL5A1 -0.0554388
SOX1 -0.0554474
MCMDC2 -0.0554500
OSBPL10 -0.0554638
GAB1 -0.0554732
RAB34 -0.0554757
C19orf53 -0.0555037
F10 -0.0555043
OSBPL9 -0.0555151
GUSB -0.0555242
CEND1 -0.0555539
OSBP2 -0.0555594
RBPJL -0.0556025
MPP4 -0.0556243
PATE1 -0.0556396
TRIM62 -0.0556400
MKKS -0.0556412
METTL18 -0.0556417
ZNF682 -0.0556603
CTF1 -0.0556637
OCLM -0.0556663
DDX51 -0.0556758
IPO7 -0.0556779
DNAJB1 -0.0556816
BSCL2 -0.0556945
SPO11 -0.0557147
STATH -0.0557182
MLN -0.0557206
ZNF23 -0.0557333
LRRC1 -0.0557424
WFDC12 -0.0557590
TNPO2 -0.0557605
SEPT4 -0.0557767
LPAR1 -0.0557879
THRA -0.0557972
SSX2IP -0.0558507
ACVR1B -0.0558589
KNCN -0.0558602
PHLDB2 -0.0558604
SLC4A3 -0.0558729
GTF2F1 -0.0558743
PCDHAC1 -0.0558818
CCDC42 -0.0558914
HIBCH -0.0558948
PRPSAP1 -0.0558969
PPEF1 -0.0559326
HAPLN4 -0.0559403
LAMTOR5 -0.0559486
TWIST1 -0.0559571
PRAMEF2 -0.0559636
ZNF320 -0.0559698
ZNF780B -0.0559800
QRICH1 -0.0559885
B3GALT1 -0.0559939
ABCB6 -0.0559969
TMC3 -0.0559980
MS4A3 -0.0560035
APLP1 -0.0560058
ATF2 -0.0560243
SIX6 -0.0560283
PXT1 -0.0560355
C3orf17 -0.0560434
UGT2B17 -0.0560534
SLC22A9 -0.0560630
RFT1 -0.0560637
PTH2R -0.0560654
NSMCE2 -0.0560794
CCDC112 -0.0560901
SOX15 -0.0560967
IMPAD1 -0.0561090
CNBD1 -0.0561130
ELP3 -0.0561172
DDIT3 -0.0561278
RPL31 -0.0561357
KIAA2018 -0.0561595
FAM133B -0.0561679
TTC7B -0.0561778
CBFA2T2 -0.0561831
TAS2R40 -0.0561897
CRYBB1 -0.0562381
TAAR6 -0.0562412
SLC35G3 -0.0562498
PRSS53 -0.0562540
FIZ1 -0.0562552
FAM27E2 -0.0562553
B3GAT2 -0.0562590
KCNJ9 -0.0562716
IFNE -0.0562726
CCDC88C -0.0562804
PATZ1 -0.0562856
AKAP17A -0.0562913
CDYL2 -0.0563139
APOA4 -0.0563145
PRAMEF1 -0.0563200
CERS5 -0.0563286
DCTN2 -0.0563489
SCN11A -0.0563594
ARL6 -0.0563677
SH3BP4 -0.0563738
PSG8 -0.0563858
EPC2 -0.0563866
CHRND -0.0564016
VEGFB -0.0564145
RPH3A -0.0564198
STOML3 -0.0564229
MEOX1 -0.0564430
QTRT1 -0.0564501
RBBP9 -0.0564710
MSRB2 -0.0564913
TTL -0.0564944
TSFM -0.0564972
OR56B1 -0.0565174
GPR101 -0.0565225
TUB -0.0565314
DOC2B -0.0565332
BRINP1 -0.0565386
UPK3A -0.0565495
ZBTB2 -0.0565558
PAPPA -0.0565780
FNTA -0.0565870
KCNG2 -0.0566256
WFDC10A -0.0566390
TRIM48 -0.0566694
EHHADH -0.0566715
CRP -0.0566782
DSC3 -0.0566834
PCDH18 -0.0566869
TBC1D17 -0.0566881
ARL2BP -0.0567144
ASZ1 -0.0567281
TENM4 -0.0567328
MEGF10 -0.0567403
TM7SF3 -0.0567655
MRPL43 -0.0567672
VPS53 -0.0567701
SPAG11B -0.0567707
MMP8 -0.0567763
SLC25A2 -0.0567816
TNKS1BP1 -0.0567842
FAM154A -0.0567904
KIAA1524 -0.0567904
CYLC1 -0.0567944
SRGAP2 -0.0568275
PADI4 -0.0568302
LUZP4 -0.0568308
HOXC11 -0.0568351
SLIT1 -0.0568470
OR8K3 -0.0568776
TMPRSS12 -0.0568797
XPR1 -0.0568957
IRGC -0.0569154
COQ10B -0.0569316
SIAH3 -0.0569569
GABRG1 -0.0569679
KCNIP2 -0.0570111
GCLC -0.0570263
CLDN22 -0.0570468
C5AR2 -0.0570498
PDCL2 -0.0570970
PIGR -0.0571091
C19orf26 -0.0571239
NMT1 -0.0571320
RHOXF2 -0.0571364
CACNA1I -0.0571372
GLRA1 -0.0571514
TTC23 -0.0571562
FAM24A -0.0571840
ADH5 -0.0571848
IL3 -0.0571958
EMC2 -0.0572017
GRIPAP1 -0.0572068
RARA -0.0572299
KCNS2 -0.0572308
VPRBP -0.0572412
GALNT8 -0.0572535
SLC18A1 -0.0572827
BRF1 -0.0573039
HIST1H4G -0.0573062
OR2L13 -0.0573133
SEC14L3 -0.0573280
PDCD7 -0.0573295
TENM1 -0.0573302
TBC1D29 -0.0573338
NXPE2 -0.0573372
FBXW8 -0.0573623
FAM215A -0.0573643
GABARAPL3 -0.0573819
SLC25A26 -0.0573837
RPL37A -0.0574135
PHKA2 -0.0574184
HSD17B13 -0.0574468
MLEC -0.0574529
LBX2 -0.0574696
ARL4D -0.0574795
SNURF -0.0574817
LGALS13 -0.0574938
LRRC58 -0.0574990
LHX9 -0.0575022
HPS3 -0.0575033
PROS1 -0.0575206
SLC26A1 -0.0575239
AP2A2 -0.0575332
ATP5SL -0.0575395
KLHL17 -0.0575454
MMRN2 -0.0575589
ACOT11 -0.0575592
CHRNA6 -0.0575845
PEX16 -0.0576094
TP53RK -0.0576122
ABCB4 -0.0576184
CASR -0.0576262
ICK -0.0576319
NUPR1L -0.0576712
CSMD2 -0.0576925
LRRN4 -0.0576928
DIS3 -0.0576980
RNF6 -0.0577007
CWC27 -0.0577015
MOGAT2 -0.0577065
B3GALT5 -0.0577069
TAS2R38 -0.0577124
KIR3DX1 -0.0577251
ASUN -0.0577295
CARD18 -0.0577764
PI16 -0.0577792
POU1F1 -0.0577908
NXF2 -0.0577986
CRX -0.0578357
FOXE3 -0.0578395
TRIM55 -0.0578480
MYO5B -0.0578621
APOBEC1 -0.0578630
ZNF26 -0.0578748
TEC -0.0578835
USP2 -0.0578888
FAM76A -0.0578998
TSEN2 -0.0579223
GPX6 -0.0579341
RIT2 -0.0579559
BUB3 -0.0579581
PEX14 -0.0579884
TAS2R8 -0.0580085
PDZRN3 -0.0580180
C1orf127 -0.0580195
SPTBN1 -0.0580337
TBC1D24 -0.0580361
LARP7 -0.0580403
AASDH -0.0580479
TMEM241 -0.0580523
GPR21 -0.0581099
LRAT -0.0581148
KIF6 -0.0581304
HTR2A -0.0581312
KIF26B -0.0581361
SERPINE3 -0.0581362
SRCAP -0.0581463
BPIFB4 -0.0581486
IQCG -0.0581525
HES1 -0.0581590
BLCAP -0.0581599
CLEC18A -0.0581643
H2AFY -0.0581859
MAPK9 -0.0581912
ARHGEF16 -0.0581962
C3orf14 -0.0581965
ADH4 -0.0582095
PLEKHA7 -0.0582125
TGM5 -0.0582242
PJA1 -0.0582381
OTOR -0.0582597
CHN2 -0.0582633
USH1C -0.0582742
SPTAN1 -0.0582966
TMEM184C -0.0583260
FOXO4 -0.0583448
RPS26 -0.0583479
C14orf183 -0.0583502
CACNA1C -0.0583529
ZSWIM2 -0.0584114
ADAMTS9 -0.0584159
ARHGAP1 -0.0584255
LGALS14 -0.0584265
BRSK2 -0.0584389
PYY -0.0584537
NOSIP -0.0584637
WNT5A -0.0584657
MYSM1 -0.0584662
SMCP -0.0584770
ZNF408 -0.0584803
C1orf87 -0.0584843
ACTL7B -0.0584947
FBXO24 -0.0584974
APOC3 -0.0585069
MUC17 -0.0585142
FAM153C -0.0585198
FAM65C -0.0585253
HINT1 -0.0585273
LYPD4 -0.0585281
RAB7A -0.0585388
GOSR1 -0.0585453
HABP2 -0.0585698
RBFOX1 -0.0585816
ENKUR -0.0585961
TRMT61B -0.0586057
PARP11 -0.0586174
TSTA3 -0.0586213
ZNF764 -0.0586400
MYOCD -0.0586414
SSTR1 -0.0586418
DEC1 -0.0586842
SLC2A2 -0.0586845
NUDCD1 -0.0586958
EFCAB3 -0.0586961
DCTN1 -0.0586968
SPIN1 -0.0587219
ECHS1 -0.0587256
CLDN18 -0.0587651
EMC4 -0.0587662
COX7B -0.0587682
OR10J1 -0.0587820
C12orf40 -0.0587837
LRRC3B -0.0587973
SNW1 -0.0588148
TMOD4 -0.0588274
PTRF -0.0588284
SLC26A11 -0.0588294
OFD1 -0.0588614
PNN -0.0588649
DNAJB4 -0.0588832
CNTLN -0.0588868
IAH1 -0.0588972
RFX4 -0.0588987
RASGRF2 -0.0589158
PF4V1 -0.0589393
EMR3 -0.0589464
BIRC6 -0.0589530
POLN -0.0589712
ADAM30 -0.0589735
HHLA2 -0.0589868
GRK7 -0.0590032
ATPAF1 -0.0590219
INTS3 -0.0590236
SLC25A14 -0.0590318
FAM71A -0.0590388
SCAI -0.0590395
AJUBA -0.0590501
TAS2R4 -0.0590551
C5orf47 -0.0590574
MAPK15 -0.0590582
SCP2D1 -0.0590698
TTLL11 -0.0590889
CNTN2 -0.0591077
EML6 -0.0591166
GSX2 -0.0591658
PGK2 -0.0591723
OR2W3 -0.0591747
MASP1 -0.0591778
KPNA1 -0.0591880
VPS52 -0.0591941
KBTBD2 -0.0591964
LCE1B -0.0591980
RPS15A -0.0591997
ZNF507 -0.0592048
ZNF804B -0.0592075
DLX1 -0.0592224
ELP6 -0.0592309
LDHAL6A -0.0592406
PIP5K1A -0.0592441
C5orf50 -0.0592491
C8orf4 -0.0592955
ZNF229 -0.0593120
CYP8B1 -0.0593206
KCNH5 -0.0593398
DMRTB1 -0.0593595
CRTC1 -0.0593794
DDX3Y -0.0593896
FAM19A4 -0.0593962
SCN9A -0.0594236
NUP35 -0.0594292
CPN1 -0.0594317
FLVCR1 -0.0594547
ROR2 -0.0594595
CAPN7 -0.0594667
TULP3 -0.0594729
NPPA -0.0594737
ARNTL -0.0594742
GID8 -0.0594747
SLC35F4 -0.0594787
RASSF6 -0.0595259
G6PC -0.0595410
SLC41A3 -0.0595465
CYP7A1 -0.0595477
PPP1R35 -0.0595579
U2AF2 -0.0595702
TBC1D21 -0.0595766
SUPT7L -0.0595784
ANXA7 -0.0595820
CXorf36 -0.0595955
FAM98B -0.0596013
PIBF1 -0.0596106
PLCH2 -0.0596184
IFNA8 -0.0596216
FGF17 -0.0596255
NKX6-2 -0.0596784
FMOD -0.0596854
NKD1 -0.0597045
ESRRG -0.0597299
EPX -0.0597318
OTUD5 -0.0597450
NUDT14 -0.0597652
GTPBP10 -0.0597676
SLC39A3 -0.0597804
VAPB -0.0597874
RELN -0.0598076
USP32 -0.0598095
PPP1R12B -0.0598212
USP34 -0.0598260
LPHN3 -0.0598314
GPR112 -0.0598357
CDK9 -0.0598496
UNC5D -0.0598573
MCF2L2 -0.0598614
PROX2 -0.0598859
ZNF630 -0.0599161
NDE1 -0.0599294
DEPDC4 -0.0599328
CLTB -0.0599346
ZNF536 -0.0599390
ZNF780A -0.0599433
ASPRV1 -0.0599737
BMP10 -0.0599740
NRSN1 -0.0599797
RTBDN -0.0599961
GTF3C3 -0.0600436
ADO -0.0600449
MTX2 -0.0600673
IFNL3 -0.0600697
PPEF2 -0.0600698
NAA38 -0.0600735
RPTN -0.0600813
OPRM1 -0.0601068
BRPF3 -0.0601136
RBBP6 -0.0601259
ARL8A -0.0601270
MTERF -0.0601307
SPDYA -0.0601472
LARP1B -0.0601542
TKTL2 -0.0601587
R3HCC1 -0.0601878
VN1R2 -0.0602159
MAD1L1 -0.0602203
WHSC1 -0.0602248
PEX5L -0.0602335
HPSE2 -0.0602556
RIMKLB -0.0602816
DAZ2 -0.0602860
ZRANB3 -0.0603052
PPP2R2D -0.0603167
CHMP5 -0.0603315
OXR1 -0.0603474
FGF5 -0.0603511
C12orf50 -0.0603914
CT45A1 -0.0603921
RANBP3 -0.0603959
MYOM3 -0.0603986
SMAD1 -0.0604115
ANKRD60 -0.0604194
C17orf75 -0.0604673
LMOD3 -0.0604675
YIPF5 -0.0604718
CPA1 -0.0604786
SLC29A1 -0.0605184
ZBTB11 -0.0605341
CYP24A1 -0.0605479
HPS6 -0.0605583
PRTN3 -0.0605630
CRISP1 -0.0605649
ATIC -0.0605719
ESCO1 -0.0605745
ZNF280A -0.0605797
MFSD4 -0.0605874
MDM4 -0.0606324
TSPYL2 -0.0606396
KCNMA1 -0.0606488
NDUFB4 -0.0606797
TRHDE -0.0606994
FBXL14 -0.0607017
ORMDL2 -0.0607024
NXPH2 -0.0607194
CACNA2D1 -0.0607251
TMEM225 -0.0607482
CCDC142 -0.0608053
DEFB127 -0.0608065
PKD2L1 -0.0608180
DSC1 -0.0608270
ZPBP2 -0.0608373
SCRT2 -0.0608395
MEDAG -0.0608435
GABRA4 -0.0608544
PMEPA1 -0.0608604
DCAF5 -0.0608626
ZNF471 -0.0608630
C4orf26 -0.0608673
ZNF326 -0.0608871
FLRT1 -0.0609150
OR1F1 -0.0609278
C5orf52 -0.0609430
PP2D1 -0.0609639
FGF19 -0.0609673
MFSD5 -0.0609857
KCNN2 -0.0609883
MROH9 -0.0609927
NOXRED1 -0.0610096
AK9 -0.0610208
C4orf6 -0.0610242
FAM47A -0.0610469
PPP2R3B -0.0610494
SH2D4B -0.0610645
ARFGEF2 -0.0610667
RNH1 -0.0610804
TAAR1 -0.0610912
AMELX -0.0610928
CD300LD -0.0610936
CRB2 -0.0611004
CDY2A -0.0611006
AHSP -0.0611056
SYNJ1 -0.0611056
SETD1A -0.0611104
CTBS -0.0611150
TANC1 -0.0611216
ERCC8 -0.0611295
EPHA5 -0.0611474
SNTG1 -0.0611484
STPG2 -0.0611504
METTL10 -0.0611596
RBM20 -0.0611654
DCUN1D4 -0.0611667
TLL1 -0.0611910
PCDH11X -0.0612059
TRIM41 -0.0612090
SERPINA12 -0.0612132
BOK -0.0612221
TMEM160 -0.0612226
GAREM -0.0612263
REV1 -0.0612288
FAM71C -0.0612368
LOXHD1 -0.0612416
RP2 -0.0612451
C6orf195 -0.0612479
ZNF747 -0.0612500
SIN3A -0.0612510
PLD5 -0.0612712
ZNF789 -0.0612715
KLHL40 -0.0612874
EVI5L -0.0612892
FSIP2 -0.0612893
SLC35F1 -0.0612899
GJB2 -0.0612989
MEGF11 -0.0613075
MTG1 -0.0613182
PECR -0.0613407
TBR1 -0.0613854
SBDS -0.0613863
DUSP19 -0.0613879
B4GALNT3 -0.0613975
CDH20 -0.0614007
IRF2BP2 -0.0614078
SLC26A6 -0.0614153
CABP2 -0.0614182
TNMD -0.0614400
TECTB -0.0614557
LENG1 -0.0614670
NPHP4 -0.0614761
AGXT2 -0.0614842
BICD1 -0.0615135
GNPNAT1 -0.0615222
OPTC -0.0615349
TAS2R42 -0.0615479
KHNYN -0.0615579
C16orf46 -0.0615786
C7orf62 -0.0615788
EDA -0.0615844
NKX6-1 -0.0615916
AGO4 -0.0615929
CRISP3 -0.0616325
RGS8 -0.0616400
TRPV3 -0.0616431
NOX3 -0.0616455
GAK -0.0616478
CHCHD6 -0.0616563
PHKG1 -0.0616635
OR51E1 -0.0616721
KRTAP4-3 -0.0616775
AFAP1 -0.0616803
VAT1L -0.0616850
PUS7L -0.0617144
CD59 -0.0617262
CBWD6 -0.0617319
C2orf57 -0.0617427
C2orf83 -0.0617545
GJA9 -0.0617609
KIAA0825 -0.0617626
EGR4 -0.0617683
C12orf61 -0.0617695
NLRP6 -0.0617757
MB -0.0617833
SLC4A9 -0.0617976
ZNF155 -0.0618041
SAFB2 -0.0618173
ZNF248 -0.0618183
PIH1D1 -0.0618185
TSTD2 -0.0618431
SLC20A1 -0.0618476
RNF133 -0.0618656
TPH2 -0.0618744
JAZF1 -0.0618839
MEIG1 -0.0618885
HERC3 -0.0618962
DNASE2B -0.0618994
FNDC7 -0.0619271
ZIC2 -0.0619281
TOLLIP -0.0619356
CACNB4 -0.0619444
AK1 -0.0619524
ZNF140 -0.0619573
NYAP2 -0.0619663
RB1CC1 -0.0619739
RBBP5 -0.0619896
IGDCC4 -0.0619935
CCDC146 -0.0620187
TEX15 -0.0620246
SLC9B2 -0.0620266
RIPK3 -0.0620296
PPA2 -0.0620579
KRT82 -0.0620713
MAGEC3 -0.0620788
AFF1 -0.0620887
ISPD -0.0620959
OLIG3 -0.0621039
TFAP2D -0.0621252
SS18 -0.0621302
TPR -0.0621372
DGKI -0.0621710
DHRS12 -0.0621869
RFX3 -0.0621933
AP5S1 -0.0621985
FBXO39 -0.0622180
INPP5A -0.0622198
PPP2CB -0.0622312
KRT40 -0.0622352
DLX4 -0.0622394
RBBP8NL -0.0622509
BTG4 -0.0622709
TMEM117 -0.0622960
SELV -0.0623328
C14orf177 -0.0623390
POLE4 -0.0623563
ZNF114 -0.0623897
AIPL1 -0.0624016
SPATA24 -0.0624085
TMCO6 -0.0624132
ERCC6L2 -0.0624275
FAM43A -0.0624339
KCNA1 -0.0624395
RPS6KA6 -0.0624439
FAM205A -0.0624574
SESN1 -0.0624647
PHPT1 -0.0624674
MAP3K15 -0.0624709
EML3 -0.0624940
AFTPH -0.0625022
FAM217A -0.0625036
TNFSF18 -0.0625150
GATA4 -0.0625207
KIF2B -0.0625277
TSPEAR -0.0625292
GCSH -0.0625358
SYS1 -0.0625534
SGSM1 -0.0625669
SPACA7 -0.0625744
IQCF3 -0.0625767
CACNA2D3 -0.0625808
ZFPM1 -0.0625852
ATCAY -0.0626120
NBEAL1 -0.0626143
FAM178A -0.0626164
AQPEP -0.0626168
PTHLH -0.0626221
SSX7 -0.0626243
EIF4G3 -0.0626424
MSTN -0.0626639
PIKFYVE -0.0626684
ZIC3 -0.0626700
GRIK2 -0.0627303
ZKSCAN3 -0.0627322
DAW1 -0.0627364
MTFR1L -0.0627420
DHH -0.0627546
LRRC71 -0.0627582
TRPC7 -0.0627861
SYCP1 -0.0627865
RNF170 -0.0628012
ZNF555 -0.0628146
HGFAC -0.0628501
IL1A -0.0628617
GPR89B -0.0628732
LENG9 -0.0628739
SLC17A8 -0.0628828
OSGIN2 -0.0628960
OR6A2 -0.0629233
UNC79 -0.0629235
ZC3H13 -0.0629304
C3orf62 -0.0629311
LRRC7 -0.0629414
SEPN1 -0.0629751
DDX53 -0.0629900
KY -0.0629935
GSAP -0.0630017
ANKRD62 -0.0630375
ART4 -0.0630429
IL37 -0.0630523
ZNF41 -0.0630724
OR1G1 -0.0630905
PKN2 -0.0630938
MIB2 -0.0631081
C6orf118 -0.0631357
CTRB1 -0.0631428
MCHR2 -0.0631452
ASB17 -0.0631548
KCNK4 -0.0631588
POLR3A -0.0631714
ZNF578 -0.0631738
CLOCK -0.0631754
MRPS26 -0.0632282
AGFG2 -0.0632284
ERCC4 -0.0632363
DENND4A -0.0632532
NEDD8 -0.0632658
TAT -0.0632730
NPHS1 -0.0632749
VPS51 -0.0632842
ADCY8 -0.0632916
C8orf44 -0.0633038
SLITRK2 -0.0633109
PARP6 -0.0633130
HAS2 -0.0633215
XKR3 -0.0633320
PROL1 -0.0633372
C6orf25 -0.0634023
CRYGC -0.0634343
EFR3A -0.0634363
RPLP1 -0.0634368
POLE -0.0634551
METTL22 -0.0634593
AKAP5 -0.0634845
PCDHGB1 -0.0635181
AP2A1 -0.0635193
BMP3 -0.0635288
ANKK1 -0.0635366
HPCAL4 -0.0635430
KIAA1586 -0.0635652
FCER2 -0.0635688
CHRNA4 -0.0636293
GABRR2 -0.0636405
CIDEC -0.0636660
CHMP1B -0.0637235
CTPS2 -0.0637388
RSPO2 -0.0637503
PRTG -0.0637636
CACNG2 -0.0637735
CTCFL -0.0637744
GAL3ST3 -0.0637839
PLEKHG3 -0.0637893
GAS7 -0.0637906
PDLIM2 -0.0637934
RSAD1 -0.0637939
ZCRB1 -0.0637949
MAGEB3 -0.0638087
CYP2C8 -0.0638328
STK11 -0.0638336
GPR85 -0.0638440
MFSD8 -0.0638518
NRG3 -0.0638578
CD5L -0.0638610
ACVR1C -0.0638645
LRIT2 -0.0638691
GPR133 -0.0638981
UBE2H -0.0639617
FAM166B -0.0639825
EHBP1 -0.0639894
OR11G2 -0.0640261
C5orf42 -0.0640277
MOV10L1 -0.0640287
TECTA -0.0640554
APOF -0.0640626
FABP2 -0.0640814
CNTNAP4 -0.0640851
ABHD13 -0.0640858
TRPC5 -0.0641097
HUNK -0.0641116
EVC -0.0641152
AGTR2 -0.0641198
GATAD2B -0.0641534
RNF112 -0.0641547
TRMT1 -0.0641981
SPP2 -0.0642000
TBX5 -0.0642201
HRH4 -0.0642276
GOT2 -0.0642298
CD302 -0.0642407
SENP1 -0.0642541
RTN4RL2 -0.0642560
SERINC5 -0.0642666
RERE -0.0642680
MTNR1A -0.0642762
KCNIP4 -0.0642862
RTP1 -0.0642974
ZNF681 -0.0642978
RNF7 -0.0643010
SYCE2 -0.0643282
STAG2 -0.0643325
HNF4G -0.0643352
GRPEL2 -0.0643746
ULK3 -0.0643758
NLRP11 -0.0643795
MYL3 -0.0643814
DCAF10 -0.0643991
ZPLD1 -0.0644021
XRCC6BP1 -0.0644061
GRAPL -0.0644073
IZUMO1 -0.0644133
ADH6 -0.0644203
UNC50 -0.0644223
POLL -0.0644291
CCER1 -0.0644544
DDX56 -0.0644629
GRIA3 -0.0644656
CENPB -0.0644658
CALB1 -0.0644716
ANKRD34A -0.0644841
SMIM20 -0.0644846
ROBO4 -0.0644849
FKBP9 -0.0644906
UGT2A3 -0.0645059
MECR -0.0645498
BAAT -0.0645586
ZNF354C -0.0645635
OPN5 -0.0645827
MYPN -0.0645857
IL5 -0.0645943
DIEXF -0.0646244
DPYS -0.0646306
ZNF669 -0.0646353
ELOVL7 -0.0646382
IL19 -0.0646681
SLC6A1 -0.0646691
NUAK2 -0.0647079
LHFPL3 -0.0647293
BCS1L -0.0647385
CEP112 -0.0647535
KRTAP4-4 -0.0647678
GPN3 -0.0647709
TRIM13 -0.0647850
SLC9C2 -0.0647876
ZNF765 -0.0647933
GIF -0.0647999
PRDM12 -0.0648121
GAD2 -0.0648536
C19orf68 -0.0648560
ZNF300 -0.0648569
UBE2W -0.0648864
SREBF1 -0.0649064
FAM26E -0.0649099
HSD3B7 -0.0649162
ARL10 -0.0649164
ELP5 -0.0649221
MYLIP -0.0649316
IQSEC2 -0.0649408
BLID -0.0649480
NTSR2 -0.0649502
KRAS -0.0649554
SMAD5 -0.0650277
USP37 -0.0650280
C2orf69 -0.0650282
APOH -0.0650312
IRS4 -0.0650395
SRP9 -0.0650440
KIF27 -0.0650621
C11orf65 -0.0651250
NAV2 -0.0651360
LIPI -0.0651643
MRGPRD -0.0651729
FAM46D -0.0651798
CACHD1 -0.0651893
MIER3 -0.0651907
CDH15 -0.0651917
CFHR5 -0.0651924
RANBP17 -0.0651989
RHBDD1 -0.0652054
MAS1 -0.0652155
C9orf9 -0.0652256
NRL -0.0652483
ADCY4 -0.0652544
FAM210A -0.0652674
RAD9A -0.0652746
FITM1 -0.0652753
AAR2 -0.0652808
IL31 -0.0652868
PINK1 -0.0652957
ZNF81 -0.0653301
SH3BGRL2 -0.0653332
PCDH15 -0.0653414
RRP12 -0.0653558
PGM2 -0.0653607
CCDC73 -0.0653704
SMLR1 -0.0653814
GYPE -0.0653822
ATPAF2 -0.0653846
SPZ1 -0.0653875
NFKBIZ -0.0653896
IFNW1 -0.0653940
PAPPA2 -0.0653943
HIST3H2BB -0.0654549
CYP2C19 -0.0654647
NCOA1 -0.0654782
RAD51C -0.0654908
PKHD1 -0.0654909
HDAC6 -0.0654912
PAQR9 -0.0654942
FRMPD2 -0.0654950
ITIH5 -0.0654955
DLK2 -0.0654998
NKTR -0.0655300
DHRS7B -0.0655494
HSFY2 -0.0655838
NAB2 -0.0655936
MS4A6E -0.0656059
GDA -0.0656090
POLD2 -0.0656175
RBM12B -0.0656220
ZMAT3 -0.0656221
NT5C1B -0.0656590
CRYBA1 -0.0656758
NUCKS1 -0.0656784
ANKH -0.0657019
KCND1 -0.0657030
CIR1 -0.0657046
FAM177A1 -0.0657051
NARS2 -0.0657077
DPM2 -0.0657457
NUDT2 -0.0657627
HIPK1 -0.0657713
NDUFB1 -0.0657716
PRELP -0.0657852
BAALC -0.0657907
TDRD6 -0.0657960
DUOXA1 -0.0658005
ERF -0.0658155
USP19 -0.0658177
NYAP1 -0.0658265
PIWIL1 -0.0658704
BTBD19 -0.0658980
ERVW-1 -0.0659091
MMP27 -0.0659112
CCDC132 -0.0659207
RANGRF -0.0659269
INPPL1 -0.0659606
C15orf56 -0.0659862
ADH7 -0.0660041
PTPRU -0.0660043
WIBG -0.0660302
RXFP1 -0.0660675
FZD10 -0.0660769
SLC9A3 -0.0660940
PGBD1 -0.0661184
RAB11FIP2 -0.0661241
ABCG8 -0.0661310
OTUB2 -0.0661491
TCP10 -0.0661786
LRIT1 -0.0662037
TAF3 -0.0662047
SERPINB10 -0.0662106
GABRA2 -0.0662112
CYLC2 -0.0662214
RPS5 -0.0662391
AACS -0.0662406
PRMT3 -0.0662409
DEFB119 -0.0662468
C17orf64 -0.0662586
CEACAM8 -0.0662594
PXMP2 -0.0662654
MAMDC2 -0.0662677
COBLL1 -0.0662689
C4BPB -0.0662797
TSPAN19 -0.0662822
MRPL23 -0.0663031
CXorf22 -0.0663039
IRF2BP1 -0.0663071
PMPCB -0.0663088
WDR49 -0.0663232
TMEM44 -0.0663356
SOX14 -0.0663357
ZFYVE9 -0.0663389
GOLGA6L6 -0.0663492
HSBP1L1 -0.0663559
DEFB105B -0.0663824
HORMAD2 -0.0663870
PRAMEF3 -0.0663937
C14orf93 -0.0664057
CCDC15 -0.0664077
LNPEP -0.0664464
MUC22 -0.0664534
OLA1 -0.0664676
WFDC11 -0.0664820
LRRC20 -0.0665209
GRIA4 -0.0665593
SLC9B1 -0.0665610
TMEM168 -0.0665827
GNMT -0.0665867
TMEM14E -0.0665910
HSPA4 -0.0665915
P2RX6 -0.0666264
TAS2R41 -0.0666311
PIP4K2C -0.0666495
LRPAP1 -0.0666706
TMEM254 -0.0666784
C5orf64 -0.0666879
RIT1 -0.0666905
UROC1 -0.0667012
RPS9 -0.0667077
ZNF792 -0.0667490
ANO7 -0.0668086
PEBP1 -0.0668236
CCDC13 -0.0668345
MAT1A -0.0668393
MAVS -0.0668416
DEFA1 -0.0668419
CXorf58 -0.0668455
TTC5 -0.0668570
KIT -0.0668783
ANAPC2 -0.0668821
TRAPPC3L -0.0669073
TMEM33 -0.0669341
VPS13C -0.0669461
CCR9 -0.0669490
ZKSCAN8 -0.0669689
PODXL -0.0669858
PPAPDC2 -0.0669923
HNRNPA1 -0.0669958
HSPA1L -0.0670150
CTC1 -0.0670281
TTLL2 -0.0670289
POU6F1 -0.0670310
LIN7B -0.0670335
COMMD5 -0.0670914
ABHD8 -0.0670938
ILDR1 -0.0671033
PRSS37 -0.0671105
C12orf74 -0.0671209
PRKRA -0.0671418
YLPM1 -0.0671689
BPIFB6 -0.0671756
NFE2L1 -0.0671885
ADCK1 -0.0671989
ARIH2OS -0.0672126
CAMK2N2 -0.0672141
UTY -0.0672268
STX1B -0.0672404
DHX40 -0.0672479
C8orf17 -0.0672515
AIFM2 -0.0672517
CDH26 -0.0672755
KNDC1 -0.0672974
RAG2 -0.0673139
TROVE2 -0.0673167
PPWD1 -0.0673352
ANK1 -0.0673452
A1CF -0.0673569
SLC5A4 -0.0673660
NAPA -0.0673667
EDDM3A -0.0673681
TMEM202 -0.0673714
EP400NL -0.0673793
C8orf31 -0.0673934
PDE3A -0.0674000
IGBP1 -0.0674006
TRAP1 -0.0674119
CTIF -0.0674178
RBM45 -0.0674226
LDHAL6B -0.0674233
SEC24B -0.0674235
PDE4A -0.0674306
TRIM61 -0.0674362
BTBD10 -0.0674755
CYFIP2 -0.0674782
WBP2NL -0.0674924
KCNJ13 -0.0674966
C14orf23 -0.0674990
SETD7 -0.0675012
ELL3 -0.0675038
PNPLA2 -0.0675515
ZMYND11 -0.0675582
FBXO8 -0.0675623
NLGN4Y -0.0675691
IPO4 -0.0675694
TEX26 -0.0675744
GAPVD1 -0.0675935
SLC23A1 -0.0675985
NUDCD2 -0.0676121
AGMO -0.0676276
CCT6B -0.0676464
EPPIN -0.0676525
ASIC5 -0.0676527
PLA2G2E -0.0676560
ISX -0.0676612
LRRC43 -0.0676684
HNF4A -0.0676736
PMEL -0.0676870
HOXA2 -0.0676870
GNRHR -0.0676882
ZNF773 -0.0676887
ATP6V0A1 -0.0676911
C5orf28 -0.0677015
PNLIPRP1 -0.0677064
SLC46A2 -0.0677076
ASAP2 -0.0677159
TSGA13 -0.0677171
LIN28A -0.0677327
ANKRD2 -0.0677425
CCDC140 -0.0677445
GGNBP1 -0.0677568
CD300LG -0.0677649
SLC22A24 -0.0677651
VTN -0.0677682
HIST4H4 -0.0677734
NDFIP2 -0.0677802
ITIH2 -0.0677825
ARL14 -0.0678173
UCP1 -0.0678240
ANKRD24 -0.0678336
ZNF608 -0.0678371
PLK2 -0.0678544
APLNR -0.0678559
AGRN -0.0678569
SLC35G2 -0.0678651
ERG -0.0678691
RRNAD1 -0.0678758
FEZF2 -0.0679013
AXIN1 -0.0679040
ZBTB6 -0.0679132
XKR4 -0.0679146
NANP -0.0679332
SMIM9 -0.0679393
CDK5 -0.0679449
NMBR -0.0679478
OFCC1 -0.0679975
TCF21 -0.0680201
TMEM209 -0.0680224
FAM35A -0.0680259
FAM106A -0.0680282
ZNF84 -0.0680695
C9orf135 -0.0680759
SSUH2 -0.0681045
GJA8 -0.0681049
PRDM9 -0.0681238
GALE -0.0681372
COX18 -0.0681378
GLT8D2 -0.0681699
DPY19L3 -0.0681716
WHAMM -0.0681734
M1AP -0.0682218
GCG -0.0682230
ZNF181 -0.0682256
BIRC8 -0.0682631
TM9SF4 -0.0682672
PAGE4 -0.0682809
ZCCHC7 -0.0682836
THSD7B -0.0682861
KIAA0368 -0.0682874
GABRA6 -0.0682922
NPFFR2 -0.0682972
TCEAL8 -0.0683249
ENAM -0.0683789
CER1 -0.0684015
TRIM51 -0.0684059
F9 -0.0684087
ALDH5A1 -0.0684188
SLMO2 -0.0684233
LONP2 -0.0684360
ALKBH1 -0.0684543
TMEM259 -0.0684606
C4orf47 -0.0684718
ZNF684 -0.0685012
BCAP29 -0.0685074
LYZL2 -0.0685133
CD2BP2 -0.0685137
SI -0.0685517
DDI1 -0.0685550
TANGO6 -0.0685583
NCAN -0.0685763
SLC17A9 -0.0685766
ZNF639 -0.0685948
ZBTB43 -0.0686061
TASP1 -0.0686154
C5orf58 -0.0686234
SERPINB6 -0.0686331
GPD1 -0.0686383
CACNA1G -0.0686422
SFTA2 -0.0686435
APOBEC2 -0.0686437
CPSF3L -0.0686497
CYTH2 -0.0686595
GLI2 -0.0686596
PCYT1B -0.0686880
KCNQ4 -0.0687002
MARS2 -0.0687067
ITGB3BP -0.0687210
TMEM132B -0.0687329
CDH17 -0.0687409
VCX2 -0.0687515
AKT2 -0.0687585
DEFB125 -0.0687833
ELMOD2 -0.0688023
SLC22A18AS -0.0688110
CCDC28B -0.0688151
HIST1H1T -0.0688268
CCDC79 -0.0688316
PON3 -0.0688328
FAM110D -0.0688953
TDRD5 -0.0689381
FAM228A -0.0689621
ZNF658 -0.0689983
NIPBL -0.0690021
KIAA1024L -0.0690107
RRN3 -0.0690274
INTS12 -0.0690572
PEG3 -0.0690582
BAHD1 -0.0690582
CHST10 -0.0690592
CAST -0.0690662
GFAP -0.0690830
ANGPTL3 -0.0690888
SP7 -0.0690954
C1orf100 -0.0691034
RBP3 -0.0691342
AGBL5 -0.0691638
CHD5 -0.0691648
ZNF154 -0.0691942
C3orf30 -0.0692020
TSPYL4 -0.0692180
MACROD1 -0.0692310
LPPR5 -0.0693011
AGPAT6 -0.0693020
FANCM -0.0693157
TSSK2 -0.0693194
GFRAL -0.0693480
STARD9 -0.0693540
FNDC8 -0.0693744
TNFRSF10C -0.0693792
TMEM132D -0.0693925
MMAA -0.0694247
RGPD6 -0.0694365
DNAJB12 -0.0694467
PLEKHH2 -0.0694712
SLC28A2 -0.0694747
TUBGCP4 -0.0694868
RAPGEF6 -0.0695261
ZNF514 -0.0695478
MANEAL -0.0696189
APOA1BP -0.0696191
SLC25A25 -0.0696398
INTS6 -0.0696593
IKBKAP -0.0696680
USP26 -0.0696716
ABCG4 -0.0696800
PHF8 -0.0696804
C2orf68 -0.0696839
USH2A -0.0697127
DHRS7 -0.0697127
TBC1D16 -0.0697194
ZNF318 -0.0697199
SMIM10 -0.0697205
C1QTNF4 -0.0697331
SPRN -0.0697382
ADAMTSL2 -0.0697521
TTC40 -0.0697583
CNNM2 -0.0697773
PCDHB4 -0.0698158
ZFAND4 -0.0698212
CEP135 -0.0698373
PTPN9 -0.0698459
COL25A1 -0.0698476
HOXD1 -0.0698617
TARBP1 -0.0698644
SFTA3 -0.0698664
TNXB -0.0698719
SOX7 -0.0698745
ODF1 -0.0698865
PDZD9 -0.0699226
CSTL1 -0.0699482
TBL3 -0.0699561
SAMD13 -0.0699632
ZNF571 -0.0699662
ELMOD1 -0.0699688
PROCA1 -0.0699716
MYH1 -0.0699836
MRPS16 -0.0700139
JPH1 -0.0700434
KIF26A -0.0700501
TSPYL6 -0.0700772
NACA2 -0.0700952
PRSS22 -0.0701021
COPS8 -0.0701149
BEGAIN -0.0701248
ZNF660 -0.0701659
C19orf57 -0.0701836
ABCD3 -0.0702085
SNRK -0.0702088
MEIS1 -0.0702377
FAM47B -0.0702552
PCDH9 -0.0702574
C9orf47 -0.0702942
ZBTB49 -0.0703034
RPS13 -0.0703047
TSHZ2 -0.0703127
GGA1 -0.0703307
METTL14 -0.0703439
STRIP2 -0.0703491
SRY -0.0703763
ARRDC4 -0.0703834
DSPP -0.0703853
SLC5A8 -0.0703941
HPR -0.0703999
FOXP2 -0.0704241
PRDM6 -0.0704262
ZNF407 -0.0704270
SYT16 -0.0704391
RAB14 -0.0704509
POU2F1 -0.0704575
CABYR -0.0704698
ISM1 -0.0704905
ZNF772 -0.0704939
NEUROD6 -0.0705305
NAF1 -0.0705367
F13B -0.0705431
MIA2 -0.0705479
SLC13A5 -0.0705632
SYAP1 -0.0705709
DMD -0.0705741
PCDHB14 -0.0705999
TTPAL -0.0706015
ZBTB10 -0.0706051
DMBX1 -0.0706078
ITGB1BP2 -0.0706292
SCGB1C1 -0.0706316
KIAA0408 -0.0706356
PARN -0.0706393
ZNF586 -0.0706717
HSDL2 -0.0706832
NAPG -0.0706978
HSDL1 -0.0707109
PSG1 -0.0707173
SLC26A8 -0.0707333
IFNK -0.0707488
CSNK1A1L -0.0707553
NR0B2 -0.0707627
ABHD6 -0.0707689
MROH2A -0.0707903
KCNJ14 -0.0708160
IGF1 -0.0708330
FMN2 -0.0708386
CLEC1B -0.0708489
TRAM1 -0.0708606
RGS4 -0.0708690
HECW1 -0.0708762
GNAL -0.0709017
RAPGEFL1 -0.0709025
MAML3 -0.0709159
KRT36 -0.0709184
ARF4 -0.0709194
LHCGR -0.0709276
C1orf110 -0.0709476
QARS -0.0709548
ASB14 -0.0709610
LCE3A -0.0709661
NHLH2 -0.0709707
SCD5 -0.0709810
ZNF638 -0.0709872
MMP21 -0.0710123
C1orf180 -0.0710141
LYSMD3 -0.0710145
SECISBP2L -0.0710258
SHPRH -0.0710456
CALHM3 -0.0710935
TOR1AIP2 -0.0710963
ZFP3 -0.0711020
MT4 -0.0711206
GHITM -0.0711217
PGP -0.0711300
ZNF582 -0.0711955
AP3S2 -0.0712097
ANGPTL2 -0.0712164
ADPRHL1 -0.0712337
ZDHHC24 -0.0712583
MARCH9 -0.0712638
AQP12A -0.0712671
GPR1 -0.0712677
FBXO40 -0.0712737
PRMT8 -0.0713268
GUCA2A -0.0713268
APOM -0.0713304
ZNF645 -0.0713394
TBX1 -0.0713617
LRRC9 -0.0713922
OSER1 -0.0713926
POTEM -0.0714290
INPP5E -0.0714338
ZNF548 -0.0714481
RPUSD1 -0.0714490
PET100 -0.0714525
YAE1D1 -0.0714548
CD101 -0.0714636
SLCO1A2 -0.0715082
CCNA1 -0.0715237
CCDC144NL -0.0715321
FAM161A -0.0715327
RSG1 -0.0715381
RYBP -0.0715426
VAPA -0.0715589
MBTPS2 -0.0715625
CAT -0.0715652
ZNF254 -0.0715719
ST3GAL3 -0.0715744
ZNF430 -0.0715980
MMP11 -0.0716062
DEFB118 -0.0716336
SP4 -0.0716639
WWOX -0.0716643
PGF -0.0716995
TMEM257 -0.0717060
CDC73 -0.0717348
CBWD5 -0.0717405
MAP2K5 -0.0717555
GLIPR1L1 -0.0717621
NCOA6 -0.0717790
OR2T5 -0.0717843
UBR5 -0.0717986
UNC13A -0.0718013
TCTEX1D2 -0.0718027
MICU2 -0.0718291
CRTAC1 -0.0718412
ESRRB -0.0718806
CSTF2T -0.0718826
DAOA -0.0719025
GLIS1 -0.0719286
DNAJC28 -0.0719384
RBFOX3 -0.0719424
HEMGN -0.0719426
INSL4 -0.0719441
SLC52A1 -0.0719580
CLIP1 -0.0719712
CXorf40B -0.0719885
PRSS57 -0.0720153
PSG9 -0.0720290
RBPMS2 -0.0720424
C7 -0.0720514
PRKACG -0.0720855
PRSS54 -0.0721188
PTPN23 -0.0721833
NUP210L -0.0722184
STRADB -0.0722283
CCDC61 -0.0722323
HIST2H4B -0.0722382
GCM2 -0.0722557
TCF15 -0.0722577
ECD -0.0722765
ZFP28 -0.0722913
HTR1D -0.0722946
FBF1 -0.0723351
UQCC1 -0.0723458
WBP2 -0.0723460
TWSG1 -0.0723463
DCTN6 -0.0723474
FBP2 -0.0723531
ZNF45 -0.0723827
KCNG3 -0.0724082
FKBP3 -0.0724118
KCTD2 -0.0724288
FSCB -0.0724468
ZNF235 -0.0724474
CGREF1 -0.0724647
MAP3K19 -0.0724897
ARID4A -0.0725022
DHCR24 -0.0725168
GSG1L -0.0725289
CLDN17 -0.0725634
TMX3 -0.0725671
APOLD1 -0.0725678
SLC2A4RG -0.0725703
TCERG1L -0.0725817
MUC13 -0.0726051
SMIM7 -0.0726178
ANKRD1 -0.0726238
MUC5AC -0.0726643
SHOC2 -0.0726996
AWAT1 -0.0727089
SLC25A30 -0.0727335
METTL21C -0.0727602
BEND2 -0.0727613
ZCCHC8 -0.0727949
CCNI -0.0728408
ZNF468 -0.0728425
POMGNT2 -0.0728481
GJD4 -0.0728682
ATG16L1 -0.0728699
FRAS1 -0.0728963
PEAK1 -0.0729067
SRA1 -0.0729317
CD46 -0.0729496
SERINC4 -0.0729687
HIPK4 -0.0729796
COA5 -0.0729803
PCDHGC3 -0.0729827
RPS15 -0.0729914
EMC3 -0.0730063
NAT8 -0.0730222
BMX -0.0730276
FURIN -0.0730319
ADAMTS17 -0.0730755
FOXR1 -0.0730757
LCE2C -0.0730877
EYA4 -0.0731152
FAM115A -0.0731353
EPB41L4A -0.0731368
HBG1 -0.0731448
PIK3C3 -0.0731507
ZBTB12 -0.0731766
PBLD -0.0731798
FASTK -0.0732100
MRPL22 -0.0732122
MARK4 -0.0732142
BCAR1 -0.0732587
AOC2 -0.0732679
FKBP6 -0.0732745
LHX5 -0.0732885
AMER2 -0.0732944
AKR1C4 -0.0732964
VIP -0.0733005
CRYBA2 -0.0733356
ASXL3 -0.0733411
C1orf86 -0.0733489
SLC22A25 -0.0733694
CNGA4 -0.0733974
MCC -0.0734028
ATP7A -0.0734159
ZIM3 -0.0734254
ANP32D -0.0734362
GSPT1 -0.0734649
ZNF132 -0.0735015
L2HGDH -0.0735043
SERPINB12 -0.0735181
SERINC2 -0.0735212
MIEF2 -0.0735304
GCSAML -0.0735507
SNRPE -0.0735766
PPP1R9A -0.0736065
PSG3 -0.0736082
KLHL10 -0.0736796
CYB5RL -0.0736796
RPL14 -0.0737011
CCRN4L -0.0737116
SELO -0.0737141
TSC22D1 -0.0737479
ARSD -0.0737505
KRT71 -0.0737542
PSG4 -0.0737581
GBP7 -0.0737641
FAM120B -0.0737645
FAM27C -0.0737884
PLA2G4F -0.0738127
SLC5A7 -0.0738155
LGI1 -0.0738250
ADAM22 -0.0738300
NR5A2 -0.0738339
C9orf114 -0.0738368
DIP2B -0.0738582
SOX13 -0.0739147
CLDND2 -0.0739252
RBM27 -0.0739444
CRIP3 -0.0739461
KIF7 -0.0739484
HEATR5A -0.0739494
TXNDC17 -0.0739576
RAB21 -0.0739706
TUBGCP6 -0.0739890
BPIFB3 -0.0739928
DGKB -0.0739948
ASL -0.0740051
RIPPLY1 -0.0740176
ARIH2 -0.0740214
PTPRN -0.0740261
IDI2 -0.0740262
LRRTM2 -0.0740450
TFCP2L1 -0.0740530
G6PC3 -0.0740621
C15orf26 -0.0740633
PHKA1 -0.0740698
SLC2A8 -0.0740727
PCDHGB2 -0.0740764
TMEM248 -0.0740770
ATP1B1 -0.0741328
NEK7 -0.0741626
HSPB3 -0.0741651
LUC7L3 -0.0741692
SLC7A9 -0.0741699
RGS17 -0.0741830
ABCC6 -0.0741891
DEFB114 -0.0741921
ZNF732 -0.0742071
GRIK1 -0.0742133
CTBP2 -0.0742450
PAEP -0.0742478
HTRA3 -0.0742545
ZNF541 -0.0742576
LRRC4 -0.0742884
ARID4B -0.0743087
SPATA5 -0.0743463
CHRNB4 -0.0743515
FAM163A -0.0743738
RBCK1 -0.0743784
RASL12 -0.0743790
C4orf21 -0.0743861
PDHA2 -0.0744036
CCDC38 -0.0744045
SC5D -0.0744316
ZNRF2 -0.0744345
KLKB1 -0.0744984
ASMT -0.0745029
TMEM50A -0.0745072
NDST4 -0.0745250
ZNF493 -0.0745386
SLITRK3 -0.0745472
SERAC1 -0.0745573
USP9Y -0.0745577
SERPINA4 -0.0745641
THAP5 -0.0745847
DCAF12L1 -0.0746073
CHRNA3 -0.0746306
VSTM4 -0.0746453
KHDRBS2 -0.0746597
CNTN1 -0.0746649
COX16 -0.0746669
COX11 -0.0746682
HDAC10 -0.0746904
BPY2B -0.0746971
PLA2G2F -0.0747083
SPCS1 -0.0747168
ELAVL3 -0.0747304
HELQ -0.0747411
HNRNPLL -0.0747496
PRKAR2A -0.0747673
NPAS4 -0.0747742
GK2 -0.0747778
ZFP90 -0.0747972
NEUROD4 -0.0747994
PTCHD2 -0.0748005
TMEM261 -0.0748050
OLFM4 -0.0748064
SLC35G1 -0.0748079
FAM167A -0.0748231
EXOC3 -0.0748394
GLTSCR2 -0.0748442
ANHX -0.0748950
PPP1R15B -0.0749067
TAF1L -0.0749086
NREP -0.0749144
SYTL5 -0.0749231
FAM27E3 -0.0749502
APOL5 -0.0749781
GABPA -0.0749793
PSTK -0.0749868
FAM13C -0.0750080
ANXA13 -0.0750112
LCE1E -0.0750126
XIAP -0.0750139
ZNF610 -0.0750203
ZNF480 -0.0750252
KLHL13 -0.0750388
FAM155B -0.0750404
TAS2R20 -0.0750455
CCL27 -0.0750523
MYOZ2 -0.0750744
ANXA6 -0.0750926
RNASE11 -0.0751096
C6orf201 -0.0751199
GATA1 -0.0751223
PRL -0.0751306
TTC33 -0.0751325
CACNA1F -0.0751455
ATXN3 -0.0751730
GNRH1 -0.0751950
CLCN7 -0.0751954
TMEM242 -0.0751973
RGSL1 -0.0752071
ACADL -0.0752119
LAMB4 -0.0752311
SEMA6D -0.0752392
PDYN -0.0752443
CTAGE5 -0.0752585
VPS37C -0.0752601
GPATCH2L -0.0752694
CERCAM -0.0752700
TCP11L2 -0.0752727
IL9 -0.0752942
NLGN3 -0.0753014
HOXA11 -0.0753079
KCNK3 -0.0753168
AFM -0.0753196
C1orf189 -0.0753448
HTR5A -0.0753820
NRXN1 -0.0753850
ZNF432 -0.0753972
ZNF10 -0.0754023
ATXN10 -0.0754142
ETNPPL -0.0754296
KRT33A -0.0754346
NAT14 -0.0754394
SPATA19 -0.0754452
SORL1 -0.0754551
CDK13 -0.0754890
ALDH1A2 -0.0755138
SMG1 -0.0755186
SUV420H1 -0.0755232
TYW1 -0.0755428
PTN -0.0755456
PRSS38 -0.0755519
CCDC116 -0.0755525
RFPL4B -0.0755587
ZNF766 -0.0755920
SPATA33 -0.0755933
SYCP3 -0.0756129
HSPA4L -0.0756375
VWA5B1 -0.0756464
PNMA2 -0.0756471
SLCO6A1 -0.0756750
CFHR4 -0.0756985
VAMP4 -0.0757168
TMCC1 -0.0757193
MED19 -0.0757205
GRM1 -0.0757338
SCAP -0.0757570
SGCZ -0.0757581
AJAP1 -0.0757585
SLCO1B7 -0.0757591
PPP1R12C -0.0757699
TYRO3 -0.0757985
CDR1 -0.0757997
NDUFS8 -0.0758281
CCDC81 -0.0758404
CCDC105 -0.0758640
FAM71B -0.0758890
WDR17 -0.0758899
C1QL3 -0.0758998
TBC1D13 -0.0759371
ABCB5 -0.0759402
ZNF250 -0.0759437
LGR5 -0.0759456
PRKAB1 -0.0759545
DNAI2 -0.0759604
GPATCH8 -0.0759679
SKAP1 -0.0759720
PAX3 -0.0759776
ZNF561 -0.0759826
HOXA6 -0.0760031
PSG6 -0.0760110
ZXDC -0.0760130
ERC1 -0.0760156
DEFB103B -0.0760257
TOR1AIP1 -0.0760289
PLA2G12B -0.0760327
ITSN1 -0.0760559
ALX1 -0.0760616
UNC13C -0.0760790
SALL3 -0.0760855
PCDHGA12 -0.0760866
RAB33B -0.0761194
CGGBP1 -0.0761265
ARMC7 -0.0761334
MRPL53 -0.0761337
LHX6 -0.0761349
PRR14 -0.0761464
GRIP1 -0.0761758
KIAA1549L -0.0761783
CDHR4 -0.0761801
BDKRB2 -0.0762026
SMDT1 -0.0762129
CLRN3 -0.0762361
SENP8 -0.0762594
ECSIT -0.0762705
ST18 -0.0762822
TRIM60 -0.0763030
C14orf39 -0.0763197
HOXD12 -0.0763284
NEURL1B -0.0763482
HAL -0.0763596
PIH1D3 -0.0763654
ATP6AP1 -0.0763671
ROCK1 -0.0763691
C9orf37 -0.0763968
TAB3 -0.0764079
TM4SF20 -0.0764220
TNS1 -0.0764239
ATP6V0E2 -0.0764598
SEPT11 -0.0764640
CCDC57 -0.0764782
SLC35G5 -0.0764901
POLG2 -0.0765135
ZBTB40 -0.0765336
RSL24D1 -0.0765486
MED31 -0.0765570
RHOT1 -0.0765779
ATAD1 -0.0765781
MYH8 -0.0766159
SVIP -0.0766306
KCNQ1 -0.0766408
DDX47 -0.0766429
CDKN2AIP -0.0766697
MEGF9 -0.0766752
CELA3B -0.0766767
DUS4L -0.0766904
BANF2 -0.0766944
ZMPSTE24 -0.0766970
OXLD1 -0.0766991
ZNF517 -0.0767216
OR1A1 -0.0767265
SETD2 -0.0767484
GAS2 -0.0767504
GGNBP2 -0.0767535
PAFAH1B3 -0.0767542
POLR2E -0.0767568
CCDC7 -0.0767613
MED12L -0.0767634
KIAA0895L -0.0767977
C10orf137 -0.0768067
AGBL4 -0.0768303
THAP3 -0.0768488
LCAT -0.0768701
PPIL6 -0.0768896
OTUD6B -0.0769039
ZBTB3 -0.0769172
ALS2 -0.0769178
OR7D2 -0.0769492
CUBN -0.0769506
CRELD1 -0.0769579
MTHFS -0.0769615
FAM217B -0.0769747
ALLC -0.0769875
TUBG2 -0.0769940
AQP6 -0.0769998
ESD -0.0770155
CNTN3 -0.0770184
WIPI2 -0.0770409
ARL6IP1 -0.0770514
PRKG2 -0.0770623
BRSK1 -0.0770623
CAPN11 -0.0770707
MKS1 -0.0770771
SPDYE3 -0.0770860
UBE2K -0.0770862
TTC14 -0.0771202
MGAT5B -0.0771291
ZNF333 -0.0771341
GPR116 -0.0771350
PRMT7 -0.0771430
CD34 -0.0771771
SYNPR -0.0771827
SFXN3 -0.0772245
ZFC3H1 -0.0772432
PPP3CA -0.0772479
CCDC53 -0.0772534
LGALS16 -0.0772662
TAS2R10 -0.0772916
SLC9A5 -0.0773001
ZDHHC15 -0.0773089
DACT1 -0.0773173
MLLT4 -0.0773359
SLC25A40 -0.0773828
SSX1 -0.0773897
LINC00955 -0.0773979
CDADC1 -0.0774012
CABP1 -0.0774142
TMEM150A -0.0774174
RSBN1L -0.0774379
MBTPS1 -0.0774408
TSNARE1 -0.0774411
BEX4 -0.0774426
ZNF224 -0.0774443
TMEM198 -0.0774488
C1orf111 -0.0774868
TMPRSS11D -0.0774948
DNTT -0.0775259
DIP2C -0.0775513
DNAJC30 -0.0775556
SOGA3 -0.0775712
RAPGEF3 -0.0775733
C17orf104 -0.0776121
LGI4 -0.0776139
C11orf1 -0.0776913
TLL2 -0.0777112
C19orf44 -0.0777345
C2orf78 -0.0777646
GEMIN5 -0.0777654
C11orf30 -0.0777711
PRKAR1A -0.0777760
PLCB1 -0.0777876
PROZ -0.0778096
SLC2A10 -0.0778234
LMLN -0.0778272
DPCD -0.0778304
ZBBX -0.0778709
FLRT2 -0.0778730
PDILT -0.0778930
PCSK2 -0.0779041
CRBN -0.0779043
DNAH6 -0.0779130
PNLIP -0.0779177
CT47B1 -0.0779322
UGT1A8 -0.0779371
SLC25A29 -0.0779453
ORC4 -0.0779534
TACC2 -0.0779741
PWWP2A -0.0779848
FRG2 -0.0779908
WDR33 -0.0779980
SPAG1 -0.0779986
ZMYM2 -0.0780039
MRPL42 -0.0780040
BCKDHA -0.0780044
PARK7 -0.0780271
SLC2A4 -0.0780544
TSPAN12 -0.0780561
ATP1B4 -0.0780689
NUDT9 -0.0780747
DUSP21 -0.0781206
GOLGA4 -0.0781207
C8B -0.0781290
RAD21 -0.0781378
MRPL30 -0.0781449
KLHL1 -0.0782252
NDST1 -0.0782296
C7orf57 -0.0782653
ZNF616 -0.0782653
SIGLECL1 -0.0782915
GRAMD1A -0.0782961
PFKFB2 -0.0782962
DNASE1 -0.0782966
TBCE -0.0783101
PORCN -0.0783111
PLA2G1B -0.0783184
LTBP3 -0.0783188
FGF3 -0.0783248
FAM117B -0.0783316
BNIP3L -0.0783580
VWC2L -0.0783599
GNAT1 -0.0783610
DHX30 -0.0783742
CRB1 -0.0783948
HIST1H4F -0.0784127
AKT1S1 -0.0784417
INSL5 -0.0784852
DNAH12 -0.0785045
ZNF486 -0.0785240
OTX2 -0.0785244
ZBTB26 -0.0785267
PRG4 -0.0785303
LSM11 -0.0785459
TFAP4 -0.0785732
CLCN3 -0.0785893
SPDYE1 -0.0786197
FAM71F2 -0.0786444
SEMA4C -0.0786471
TMPRSS11F -0.0786765
TECRL -0.0786979
CAMTA2 -0.0787042
SPRR4 -0.0787257
RBPMS -0.0787607
ACTR8 -0.0787748
GPC4 -0.0787887
SPOCD1 -0.0788046
ZNF490 -0.0788136
ANKRD18A -0.0788304
FGD6 -0.0788358
ABCC9 -0.0788402
LAYN -0.0788416
RPUSD2 -0.0788423
SIDT2 -0.0788654
ARMCX5 -0.0788670
ZNHIT3 -0.0788914
C9orf84 -0.0789249
TTC17 -0.0789455
RPL13A -0.0789656
CETN2 -0.0789717
RBMY1E -0.0789862
ANO8 -0.0789886
UNC80 -0.0789944
BMP2 -0.0789950
MGAT4C -0.0790028
CHMP4A -0.0790048
DLEC1 -0.0790448
ZBTB37 -0.0790518
METTL2B -0.0790531
TLDC2 -0.0790687
TCEA1 -0.0790741
OLFM3 -0.0790910
SYT5 -0.0791091
LMBR1 -0.0791108
ADGB -0.0791161
WRB -0.0791290
C3orf35 -0.0791318
HHATL -0.0791480
NTNG1 -0.0791783
CCDC84 -0.0791895
IGFBP6 -0.0791909
FAM81A -0.0791964
ARHGEF37 -0.0792037
C18orf54 -0.0792386
CCDC135 -0.0792627
ISL1 -0.0792855
GABRA5 -0.0793024
PPP1R3B -0.0793075
SOX5 -0.0793169
AKR1C3 -0.0793212
HBD -0.0793374
ABHD10 -0.0793404
AFF2 -0.0793685
ZNF416 -0.0794155
BTD -0.0794409
GRIN2A -0.0794513
CAAP1 -0.0794545
NPY2R -0.0794847
HEATR2 -0.0794932
RPL8 -0.0794989
WISP1 -0.0795447
TTC26 -0.0795567
NPCDR1 -0.0795915
GRID1 -0.0795996
RPL28 -0.0796026
DPP9 -0.0796159
TTC19 -0.0796259
MYH13 -0.0796424
TM2D2 -0.0796551
C1orf109 -0.0796894
PCDHGA5 -0.0797192
GJA4 -0.0797452
DCAF6 -0.0797460
KIAA1211L -0.0797500
ZNF653 -0.0797514
MAP2K7 -0.0797695
ATE1 -0.0797875
ZC3H10 -0.0798162
ART5 -0.0798320
VWA3A -0.0798351
ZNF492 -0.0798370
PHRF1 -0.0798877
RPAP1 -0.0798878
BCKDHB -0.0799074
KLHL11 -0.0799364
ACSM5 -0.0799393
THBS2 -0.0799400
CCDC78 -0.0799486
C20orf194 -0.0800012
FAM26D -0.0800289
ACAT1 -0.0800371
MROH2B -0.0800451
PIGP -0.0800795
MYO9A -0.0800861
RBM6 -0.0801479
C9orf3 -0.0801640
TRIM3 -0.0801660
ALMS1 -0.0801699
FOSB -0.0801829
IL22 -0.0801831
CASKIN1 -0.0801837
NNT -0.0801975
ANKRD30BL -0.0802404
CFHR2 -0.0802842
FNBP4 -0.0802860
BDKRB1 -0.0803316
TBX22 -0.0803462
SPPL2C -0.0803544
PCDHGB7 -0.0803618
COL16A1 -0.0803660
RNPC3 -0.0803730
TRPM8 -0.0803765
DNAJB8 -0.0803794
ZNF835 -0.0804103
SLCO1C1 -0.0804131
THEM4 -0.0804330
SLC25A42 -0.0804526
DUSP27 -0.0804907
RRP8 -0.0805021
TMEM87B -0.0805046
MRPL21 -0.0805092
ZNF700 -0.0805115
BGLAP -0.0805416
APITD1 -0.0805419
TCEB3C -0.0805437
SFRP5 -0.0805451
BARHL2 -0.0805594
NHP2 -0.0805607
ARAP3 -0.0805862
HYDIN -0.0805918
RAB11B -0.0806069
EPHA8 -0.0806310
GSG1 -0.0806404
C20orf202 -0.0806457
HIST1H4K -0.0806545
SEPSECS -0.0806580
AIMP1 -0.0806661
PNPLA1 -0.0806691
SETD1B -0.0806719
ELTD1 -0.0806844
ZNF680 -0.0807083
BPTF -0.0807430
KRCC1 -0.0807639
RIC8A -0.0807720
PAN3 -0.0807814
ZNF423 -0.0807835
PPP3CB -0.0807874
GOLGA8K -0.0807918
WLS -0.0808249
RBMXL3 -0.0808291
ZNF169 -0.0808552
INO80E -0.0808966
C1orf122 -0.0808975
ZNF134 -0.0809116
PDE12 -0.0809117
NPW -0.0809158
POLB -0.0809365
SMIM15 -0.0809452
ADARB2 -0.0809538
NLRP13 -0.0809899
SERPINI2 -0.0810089
TCP10L -0.0810146
C19orf70 -0.0810280
ZSCAN30 -0.0810489
NDUFA10 -0.0810634
DLX3 -0.0810656
C20orf166 -0.0810833
NRIP2 -0.0810889
MAEL -0.0810902
LGALS12 -0.0810927
ANKIB1 -0.0811036
ARMC12 -0.0811104
C20orf26 -0.0811473
GRIN3B -0.0811566
RPS6KL1 -0.0811568
CCDC63 -0.0811954
EPHX1 -0.0811957
PRH2 -0.0812012
WNT16 -0.0812163
TMPRSS15 -0.0812308
MYH10 -0.0812353
SLC24A2 -0.0812646
NDUFAF2 -0.0812681
ETF1 -0.0812755
PDS5A -0.0812841
YWHAB -0.0812857
COL6A1 -0.0812857
SP2 -0.0812898
TBC1D3C -0.0812969
C21orf54 -0.0813137
SYCN -0.0813419
ANKRD26 -0.0813505
SNX9 -0.0813632
PRDM7 -0.0813691
FBN1 -0.0813696
PCDP1 -0.0813702
CREBRF -0.0813728
TEX33 -0.0813829
DNAJC25 -0.0813896
BEST3 -0.0813950
SDCCAG8 -0.0814106
HTN1 -0.0814254
TMPRSS11B -0.0814507
HIC1 -0.0814584
SCG2 -0.0815243
NFIX -0.0815278
MYOM1 -0.0815492
CYP2E1 -0.0815904
LRRTM4 -0.0815957
DCAF8 -0.0816020
CLCA4 -0.0816175
AP3B2 -0.0816227
RXRA -0.0816265
CASQ2 -0.0816282
EFCAB13 -0.0816290
ZNF808 -0.0816416
TUBGCP5 -0.0816558
XAB2 -0.0816578
FGF14 -0.0816592
TMPRSS11A -0.0816653
ZNF165 -0.0816866
RPRD2 -0.0816871
TP53 -0.0816893
RGS9 -0.0817146
ZNF268 -0.0817242
MYO1B -0.0817426
TTC16 -0.0817427
CDK10 -0.0817558
CTXN2 -0.0817607
PCDHB15 -0.0817690
DGKE -0.0817774
CNGB3 -0.0817774
ALS2CR11 -0.0818066
ABCB8 -0.0818842
DCAKD -0.0818862
ZNF626 -0.0818949
LECT2 -0.0819228
HOXA7 -0.0819571
FBXW4 -0.0819695
ATF1 -0.0819809
BMP8A -0.0819830
AS3MT -0.0820196
DLL4 -0.0820213
YAF2 -0.0820246
ZNF429 -0.0820384
AZGP1 -0.0820407
VEZT -0.0820754
FSTL5 -0.0820803
IPO8 -0.0820881
CCDC65 -0.0820893
TBX20 -0.0820957
ADAMTS20 -0.0821058
MSANTD2 -0.0821172
ATP2B2 -0.0821229
PPP1R14D -0.0821247
ZNF530 -0.0821371
COPS5 -0.0821498
SH3GL2 -0.0821532
RPL26L1 -0.0821588
SLC25A4 -0.0821620
CYYR1 -0.0821676
ZNF99 -0.0821847
USE1 -0.0822002
C9orf66 -0.0822013
ZNF697 -0.0822032
TEAD1 -0.0822168
VPS37A -0.0822176
DZIP1L -0.0822549
FBXL22 -0.0823125
GCNT4 -0.0823508
C10orf67 -0.0823654
PRDM5 -0.0823687
ZNF431 -0.0823691
SMN2 -0.0823732
RPL29 -0.0823767
TCEB3B -0.0824001
NEUROD1 -0.0824043
C17orf67 -0.0824089
MED29 -0.0824240
USP29 -0.0824528
PCLO -0.0824567
CREG2 -0.0824820
TNNI3K -0.0824828
TMEM143 -0.0825195
HECTD4 -0.0825307
SCN4A -0.0825517
CDC20B -0.0825777
ZNF551 -0.0825950
C1orf145 -0.0826150
MADD -0.0826269
KCNJ8 -0.0826324
LRCH2 -0.0826698
CNRIP1 -0.0827084
ZNF827 -0.0827241
ARPC4-TTLL3 -0.0827353
SEPHS2 -0.0827421
ZNF449 -0.0827797
AQP1 -0.0827882
CES2 -0.0827968
TARBP2 -0.0828311
MGEA5 -0.0828393
TULP4 -0.0828557
CADPS -0.0829050
HFM1 -0.0829226
ARHGEF12 -0.0829300
TEX28 -0.0829341
TSC1 -0.0829347
FAM86C1 -0.0829414
ECI2 -0.0829742
ESPNL -0.0829922
PAWR -0.0830178
FIS1 -0.0830195
PCDHGB6 -0.0830196
ADAMTS16 -0.0830232
C3orf36 -0.0830284
SIGLEC6 -0.0830288
PRUNE2 -0.0830437
LIPT2 -0.0830632
MEP1B -0.0830696
NSRP1 -0.0831254
MAB21L1 -0.0831673
F8 -0.0831786
CYP4F2 -0.0832028
SLC7A3 -0.0832033
KLF10 -0.0832111
PARP16 -0.0832167
FAM120C -0.0832671
COL11A1 -0.0832844
SLC38A4 -0.0832845
RAB5B -0.0832945
DHX35 -0.0833256
NUTM2B -0.0833265
GLUD2 -0.0833377
GJB1 -0.0833382
SCAPER -0.0833523
RAD9B -0.0833678
SLC8A3 -0.0833765
C21orf88 -0.0833884
NBPF10 -0.0833897
TJP1 -0.0833919
CNST -0.0834007
KRTAP5-8 -0.0834244
LSMEM1 -0.0834338
BEND7 -0.0834700
RBM46 -0.0834764
ING5 -0.0834958
SUCO -0.0835240
IREB2 -0.0835391
PAPD5 -0.0835455
FAM160A2 -0.0835749
SALL4 -0.0835832
FAM134C -0.0836314
EPHA6 -0.0836358
CMA1 -0.0836536
UNC5B -0.0836602
GLYAT -0.0836680
TAS2R46 -0.0836691
HBM -0.0836792
WFDC13 -0.0836998
ETNK1 -0.0837156
ABTB1 -0.0837189
HEATR4 -0.0837769
VN1R1 -0.0838183
SLC9A2 -0.0838243
TDRD3 -0.0838412
GJA3 -0.0838714
PTPRD -0.0838894
LEPREL1 -0.0838925
FRMPD4 -0.0838960
ITIH6 -0.0838982
LRFN5 -0.0839065
SLC25A16 -0.0839351
PCDHGB3 -0.0839582
POLM -0.0839624
UBALD1 -0.0839927
AHI1 -0.0839981
ZNF221 -0.0840075
GNPAT -0.0840183
PRRX1 -0.0840241
CCDC51 -0.0840319
C11orf74 -0.0840714
ANO2 -0.0841018
STYXL1 -0.0841247
CTXN3 -0.0841335
EIF3G -0.0841344
NAA60 -0.0841529
PHYKPL -0.0841569
DPP10 -0.0841693
RUFY1 -0.0841697
ADAMTS15 -0.0841760
CHM -0.0841795
GNGT1 -0.0841914
CDX4 -0.0841984
ENOPH1 -0.0842356
CHSY3 -0.0842555
ANO3 -0.0842646
C2orf16 -0.0842992
LRRC27 -0.0843121
C8orf12 -0.0843404
FILIP1 -0.0843584
MGAT5 -0.0843741
UBXN6 -0.0843942
PCDHA9 -0.0844056
CTH -0.0844081
ANKRD6 -0.0844117
PCNP -0.0844165
FAM222A -0.0844542
MYO18B -0.0844577
SOGA1 -0.0844641
GTPBP3 -0.0844796
GRIN2B -0.0844810
FRMD7 -0.0844896
CCDC180 -0.0845388
ZNF285 -0.0845750
SYF2 -0.0845798
GRASP -0.0845835
CLCF1 -0.0846317
TRDN -0.0846624
DCTPP1 -0.0847218
ABCB9 -0.0847223
CNTD2 -0.0847389
VPS4B -0.0847414
DOK6 -0.0847475
BNC1 -0.0847552
NADK2 -0.0847553
TMED7 -0.0847700
CSRP2BP -0.0848054
NCOR1 -0.0848087
ATP6V0C -0.0848106
METTL21A -0.0848260
PTPN20B -0.0848265
FBXL17 -0.0848315
CLCA1 -0.0848716
SLC25A20 -0.0848825
ABCD4 -0.0848847
MAPK12 -0.0848886
C6orf120 -0.0849020
TEKT3 -0.0849044
CCDC181 -0.0849081
SVOP -0.0849166
DNPEP -0.0849596
CYP4F3 -0.0849602
FCHO2 -0.0849628
SWI5 -0.0849632
ADAM11 -0.0849661
CCDC39 -0.0849673
ZMIZ1 -0.0849733
TUFM -0.0849884
ZC3H11A -0.0849891
NCOA2 -0.0850006
INSM1 -0.0850124
UBE2D4 -0.0850356
DYDC1 -0.0850509
SPNS1 -0.0850509
CA5A -0.0850682
TNP1 -0.0850885
SMIM4 -0.0850940
AAAS -0.0851006
RFK -0.0851103
PLSCR2 -0.0851180
KIAA1644 -0.0851637
FUK -0.0851987
ECT2L -0.0852278
ABRA -0.0852312
TRAPPC5 -0.0852469
GIGYF1 -0.0852557
INTS4 -0.0852769
EPM2AIP1 -0.0852785
CNOT2 -0.0853268
LINC00935 -0.0853300
UGGT2 -0.0853372
SIL1 -0.0853772
ANP32A -0.0853801
ZMYM1 -0.0853898
PPFIA3 -0.0853901
TP53AIP1 -0.0854043
FEM1C -0.0854122
AMH -0.0854221
ATP6V0D2 -0.0854344
MRPL28 -0.0854477
RABL2A -0.0854513
TOMM20 -0.0854545
MYLPF -0.0854604
SRXN1 -0.0854604
ZNF347 -0.0854767
RPA3 -0.0855010
EPN1 -0.0855045
SNX4 -0.0855085
KRT12 -0.0855142
VAT1 -0.0855383
KLHL20 -0.0855499
RBBP7 -0.0855628
PEX6 -0.0856115
NOTCH3 -0.0856304
C20orf112 -0.0856553
NOVA2 -0.0856618
PRR13 -0.0856638
S1PR3 -0.0856828
PTPN1 -0.0856865
ZNF550 -0.0857339
CC2D1A -0.0857434
MAU2 -0.0857442
SESN3 -0.0857482
SLC43A1 -0.0857488
H3F3B -0.0857538
FRMD5 -0.0857571
ENOSF1 -0.0857877
ZMYM6 -0.0857978
DPP7 -0.0858109
SLC25A27 -0.0858111
KCNA4 -0.0858289
ARFGAP2 -0.0858328
NBPF14 -0.0858529
ZNF343 -0.0858576
DPCR1 -0.0858745
SMIM6 -0.0858843
ANKRD45 -0.0859364
KCTD13 -0.0859408
NPRL3 -0.0859445
TPH1 -0.0859448
FAP -0.0859959
ZNF107 -0.0860108
ISLR -0.0860150
ATP6V1G3 -0.0860476
HSD17B3 -0.0860755
SV2B -0.0860762
ARHGAP20 -0.0860828
PDZRN4 -0.0860846
PNKP -0.0860918
METTL21B -0.0861074
DHX15 -0.0861143
EBF1 -0.0861325
TTR -0.0861693
MYOT -0.0861700
C14orf105 -0.0861709
C19orf24 -0.0861862
AP1G2 -0.0862449
SPACA5 -0.0862581
ZNF707 -0.0862716
RARS -0.0862820
MMAB -0.0863078
ADH1B -0.0863295
GPBP1 -0.0863340
ZNF585A -0.0863597
MYL10 -0.0864103
TEX38 -0.0864157
IMPA1 -0.0864425
RBM39 -0.0864617
KLC3 -0.0864830
GRPEL1 -0.0864885
CCDC43 -0.0865085
BBS12 -0.0865152
TLE6 -0.0865157
ZFP69 -0.0865165
RABGEF1 -0.0865190
MYH7B -0.0865544
ARL15 -0.0865627
SPATA9 -0.0865700
DOK1 -0.0865705
SRRM4 -0.0865777
RBAK -0.0865932
RASL10B -0.0866027
CABS1 -0.0866085
TAF1 -0.0866182
SREK1IP1 -0.0866194
RSBN1 -0.0866334
PCGF5 -0.0866351
ZNF594 -0.0866576
RGAG4 -0.0866647
GOLGA8O -0.0866737
CCSER1 -0.0866762
ALDH4A1 -0.0866787
CCDC89 -0.0866819
DDX25 -0.0866978
CDC23 -0.0867258
ANKUB1 -0.0867294
SLC22A16 -0.0867572
CEP63 -0.0867707
MAFK -0.0868390
WDR20 -0.0868566
FAM227B -0.0868606
UBE2N -0.0869546
UBTF -0.0869706
LYSMD1 -0.0869952
WSCD1 -0.0869987
HIST1H2AC -0.0870044
CNTN4 -0.0870116
ZNF138 -0.0870141
SLC25A22 -0.0870256
RBL2 -0.0870447
C16orf71 -0.0870560
GPC5 -0.0870708
CTNNA1 -0.0870760
AGXT -0.0870830
PHC1 -0.0870897
VSIG10L -0.0871231
ZNF20 -0.0871243
PGC -0.0871246
CHRNB2 -0.0871260
GUF1 -0.0871268
SAP30L -0.0871315
DCUN1D2 -0.0871362
GALNTL5 -0.0871760
CABLES1 -0.0872072
DAND5 -0.0872175
ZNF687 -0.0872418
GNG10 -0.0872683
WDR13 -0.0872736
NAA20 -0.0872829
CCL28 -0.0872838
GALNT9 -0.0872936
ZNF701 -0.0872998
BCAM -0.0873014
MOGAT1 -0.0873292
GIPC2 -0.0873307
KRTAP12-2 -0.0873501
EIF2AK1 -0.0873805
C14orf37 -0.0874011
LRP2BP -0.0874140
CD99L2 -0.0874162
PRKD1 -0.0874203
DKK4 -0.0874462
MFAP3 -0.0874670
UBP1 -0.0875102
DDX59 -0.0875479
S100Z -0.0875647
ZACN -0.0875706
IFNA6 -0.0875709
ZNF43 -0.0876059
KCTD9 -0.0876101
USHBP1 -0.0876693
CAV3 -0.0876896
ADAP1 -0.0877231
FAM153B -0.0877515
C1orf233 -0.0877596
LRRCC1 -0.0877815
C17orf70 -0.0877848
CDH11 -0.0877850
RAPGEF4 -0.0877940
ZNF599 -0.0878086
WDR36 -0.0878087
FBXW9 -0.0878166
CDH13 -0.0878437
SLC16A4 -0.0878482
HYAL3 -0.0878500
OVOL1 -0.0878670
NUP62CL -0.0878786
SRGAP3 -0.0879013
PHTF1 -0.0879197
ZNF90 -0.0879506
KIAA1217 -0.0879507
CAMKV -0.0879733
MRM1 -0.0880098
KCNC3 -0.0880212
STK3 -0.0880220
EIF1B -0.0880280
INTS2 -0.0880312
KCTD21 -0.0880346
RIMS1 -0.0880367
WNT8B -0.0880476
SLC39A5 -0.0880664
C4orf19 -0.0880711
RSPH10B -0.0880913
C12orf43 -0.0880922
PARVA -0.0880991
GPR27 -0.0881085
CABP7 -0.0881133
RNF180 -0.0881206
SAGE1 -0.0881215
ZNF19 -0.0881655
DYNC1LI1 -0.0881814
ZNF443 -0.0882225
CCAR2 -0.0882805
INO80 -0.0882882
SLC10A2 -0.0882897
PAK7 -0.0883655
MMP26 -0.0883745
ZSWIM1 -0.0883864
ACSBG1 -0.0884313
ENTPD5 -0.0884331
LCORL -0.0884362
POGLUT1 -0.0884426
MRO -0.0884485
FABP12 -0.0884893
CYP20A1 -0.0885134
CRIM1 -0.0885148
USP30 -0.0885279
HRAS -0.0885478
NAPEPLD -0.0885576
ZNF213 -0.0886327
SEMA6A -0.0886332
MSS51 -0.0886367
DNM1L -0.0886719
DMRT2 -0.0886755
ABCA8 -0.0886779
UBFD1 -0.0886825
TRNAU1AP -0.0886859
NECAP1 -0.0887477
USP40 -0.0887604
VARS2 -0.0887759
FAM189A1 -0.0888006
PDE6C -0.0888326
UBQLNL -0.0888395
TSPAN3 -0.0888452
KIAA1430 -0.0888507
CELSR3 -0.0888508
TEKT1 -0.0888613
BAD -0.0888848
FAM19A5 -0.0888910
UNC5CL -0.0889769
AEBP2 -0.0889955
CCDC58 -0.0890641
NR1I2 -0.0890890
LARS -0.0890975
SUCLG2 -0.0891429
APH1B -0.0891461
ORAI3 -0.0891507
HSD17B7 -0.0891580
ZNF546 -0.0891836
C9orf43 -0.0891878
ZNF790 -0.0891980
RAG1 -0.0892033
GRM8 -0.0892749
AQP4 -0.0892900
LAMTOR2 -0.0893093
PPCS -0.0893163
APBB1 -0.0893190
COA4 -0.0893472
THOP1 -0.0893504
ADAM9 -0.0893537
CSRNP3 -0.0893653
ELMSAN1 -0.0893673
LIN54 -0.0893973
WNK2 -0.0894056
FZD4 -0.0894195
CCNT1 -0.0894435
GGA2 -0.0894601
SMYD1 -0.0894623
GPAA1 -0.0894800
ABCA10 -0.0894904
EIF4A2 -0.0895005
RAVER2 -0.0895296
NODAL -0.0895356
LRPPRC -0.0895692
EVI5 -0.0895988
PCDH10 -0.0896030
SEMG2 -0.0896032
SLC9A1 -0.0896170
EFNB1 -0.0896204
HARS2 -0.0896206
ARSK -0.0896217
ATRX -0.0896272
SCLY -0.0896486
GALP -0.0896647
OBSCN -0.0897001
CUX1 -0.0897522
KDM6A -0.0897733
BTBD8 -0.0898041
SCAMP5 -0.0898123
ZC3H3 -0.0898638
DENND5A -0.0898761
FAM73B -0.0898967
TIE1 -0.0899155
MAPK8IP1 -0.0899262
IL26 -0.0899297
RPL41 -0.0899991
FMR1NB -0.0901024
C15orf43 -0.0901244
PFAS -0.0901245
DDX4 -0.0901302
PELI2 -0.0901501
TTC9B -0.0901513
KAT8 -0.0901803
EXOC1 -0.0901994
GRHL2 -0.0902144
ZFP30 -0.0902199
GPR146 -0.0902330
STON1-GTF2A1L -0.0902345
MARCH11 -0.0902403
SHISA3 -0.0902407
PAPD4 -0.0902471
SLC25A38 -0.0902713
PLEKHH1 -0.0902732
MEPE -0.0902854
RNF41 -0.0903073
NKAIN4 -0.0903214
TRIM8 -0.0903791
ARHGEF28 -0.0903888
FGF7 -0.0903911
ADAMTS14 -0.0904037
SMUG1 -0.0904119
SLC44A1 -0.0904356
STRC -0.0904667
POFUT1 -0.0905019
SNRNP35 -0.0905217
QRICH2 -0.0905628
TTLL10 -0.0905716
ZNF420 -0.0905771
SALL1 -0.0905783
LEMD3 -0.0905937
TIGD4 -0.0906078
PPP2R2A -0.0906265
EFNB3 -0.0906399
C12orf54 -0.0906409
ZNF568 -0.0906587
RSPO1 -0.0906626
CLCN2 -0.0906813
SIX4 -0.0906902
KLF3 -0.0907924
CHDC2 -0.0908589
PURG -0.0908622
NSF -0.0908772
ZNF223 -0.0908782
TNFAIP8L1 -0.0908796
IFT57 -0.0908878
TRPA1 -0.0909054
KDM8 -0.0909131
HSPB2 -0.0909286
USP27X -0.0909471
SNRPN -0.0909518
SURF1 -0.0909534
MED13 -0.0909934
GDAP1L1 -0.0909995
ZNF225 -0.0910222
GSE1 -0.0910414
INTS1 -0.0910782
FAM20B -0.0911224
LRGUK -0.0911262
EPOR -0.0911406
FAM221B -0.0911425
FSCN2 -0.0911462
PHF21A -0.0911491
RARG -0.0911498
RUNX1T1 -0.0911578
ZNF358 -0.0911668
C4orf45 -0.0911742
GJA10 -0.0911928
PPIG -0.0912110
C19orf71 -0.0912234
SLC6A4 -0.0912543
PENK -0.0912631
SYTL1 -0.0912781
PTGER1 -0.0912912
GBE1 -0.0912920
KCNK18 -0.0912965
RNF123 -0.0913167
PCDH11Y -0.0913432
ZNF781 -0.0913441
CHD3 -0.0913454
KNOP1 -0.0914201
CFL2 -0.0914224
PKNOX1 -0.0914295
MANSC1 -0.0914383
KRT75 -0.0914980
TMEM116 -0.0915172
RPGRIP1L -0.0915493
ATXN2 -0.0915538
EXTL1 -0.0915772
CCDC114 -0.0915837
TBC1D3F -0.0916019
UPP2 -0.0916239
SRPX2 -0.0916394
ALPK3 -0.0916633
AMHR2 -0.0916736
FAM120A -0.0917455
DNAJC14 -0.0917504
CYP4F12 -0.0917590
ZFP62 -0.0917630
ZNF597 -0.0917742
SEC31B -0.0917807
RBM22 -0.0918015
OSBPL8 -0.0918067
DNAJB14 -0.0918114
GRIK4 -0.0918118
GALC -0.0918133
PCDHB12 -0.0918200
ZMYND8 -0.0918497
CRHBP -0.0918504
TAL2 -0.0918635
SACM1L -0.0919127
GPR137 -0.0919132
CRIPT -0.0919346
ZSCAN31 -0.0919438
CPT1C -0.0919473
NOP14 -0.0919533
ANGPTL5 -0.0919680
ADCYAP1 -0.0920010
OTOGL -0.0920089
UBTD2 -0.0920390
RAP1GDS1 -0.0920400
GOLGA1 -0.0920461
KRBOX4 -0.0920533
TCEB1 -0.0920543
ZFX -0.0920791
GABRB1 -0.0920996
ZCCHC17 -0.0921013
STRBP -0.0921085
PPP1R3D -0.0921115
FJX1 -0.0921348
DOCK6 -0.0921420
TMEM218 -0.0921472
PSEN2 -0.0921675
C6orf165 -0.0922000
HCFC2 -0.0922201
DNAJC21 -0.0922371
L1TD1 -0.0922384
PARD3B -0.0922513
SNCAIP -0.0922775
HES5 -0.0922817
NDN -0.0922908
CD9 -0.0922964
PDS5B -0.0923027
C8orf34 -0.0923168
DIDO1 -0.0923462
IK -0.0923681
LCN6 -0.0923696
KRBOX1 -0.0924443
B9D1 -0.0924522
BNC2 -0.0924633
ZNF791 -0.0924884
ZDHHC1 -0.0924991
KRIT1 -0.0925106
NFAT5 -0.0925655
MYH4 -0.0925991
BEND5 -0.0926064
PRKCZ -0.0926114
NLGN2 -0.0926929
SUGP2 -0.0927118
AZU1 -0.0927209
ZNF708 -0.0928203
DCLK3 -0.0928227
DHPS -0.0928404
ZNF678 -0.0928459
TMA16 -0.0928608
CHGB -0.0928797
KCNJ16 -0.0929243
MAP1LC3A -0.0929290
HNRNPA0 -0.0929388
SLC25A24 -0.0929606
COLEC11 -0.0929676
METAP1D -0.0930032
EFCAB6 -0.0930257
AAGAB -0.0930314
LPPR1 -0.0931078
ASIC3 -0.0931107
RFPL3 -0.0931148
AKAP11 -0.0931234
KCNIP1 -0.0931373
CCDC178 -0.0931397
NUP133 -0.0931586
EDEM3 -0.0931592
RCBTB1 -0.0931679
RHCE -0.0931818
ENGASE -0.0931991
ZNF627 -0.0932018
LURAP1 -0.0932099
MORF4L2 -0.0932346
AES -0.0932372
SUN1 -0.0932455
NAIP -0.0932506
PCMTD1 -0.0932586
ZNF302 -0.0932652
BTBD2 -0.0932659
SHANK3 -0.0932663
AGAP8 -0.0932679
ANXA11 -0.0933016
TSPAN7 -0.0933102
FASN -0.0933135
TMEM17 -0.0933158
OR4N4 -0.0933239
HOMEZ -0.0933322
PLEKHA4 -0.0933568
CAMSAP3 -0.0933800
SLC2A11 -0.0934150
RNF215 -0.0934177
DLC1 -0.0934197
HHIP -0.0934212
PYCR2 -0.0934470
RNASEH2C -0.0934605
BOD1L2 -0.0935212
RAX2 -0.0935453
KLC4 -0.0935489
PSD -0.0935569
TECPR2 -0.0935572
JAKMIP2 -0.0935633
ST6GALNAC6 -0.0935711
SERPINC1 -0.0935735
ATP6V1G1 -0.0936661
CCDC71 -0.0936827
PDZD7 -0.0936849
EFR3B -0.0936888
TEF -0.0937089
FLT3 -0.0937231
SLC9C1 -0.0937245
C6orf48 -0.0937449
TMED4 -0.0937653
EFCAB4B -0.0937834
ZNF16 -0.0938290
NKAIN3 -0.0938316
KCNAB1 -0.0938452
KDM3B -0.0938958
AKIP1 -0.0939244
DIRAS2 -0.0939326
FLG -0.0939401
GAS2L2 -0.0939410
CIAO1 -0.0939479
ANKS1B -0.0939578
TMEM59L -0.0939684
OPCML -0.0939770
C4orf36 -0.0939821
ZNF667 -0.0939882
VWC2 -0.0940112
SST -0.0940335
MAZ -0.0940343
CCDC149 -0.0940698
PPP2CA -0.0940722
SIDT1 -0.0940965
ADAM23 -0.0940973
GTF3C1 -0.0941024
SCOC -0.0941154
SCN8A -0.0941165
FARP2 -0.0941515
PCNXL2 -0.0941763
TRAM1L1 -0.0942701
GCLM -0.0943531
YPEL2 -0.0943904
KLHL15 -0.0944220
PTEN -0.0944303
KCTD4 -0.0944331
SLC7A10 -0.0944379
MUC1 -0.0944676
BAI3 -0.0944831
PEX1 -0.0945038
MBD3L2 -0.0945039
WDR72 -0.0945138
SHOX2 -0.0945240
AKR1D1 -0.0945487
POTEE -0.0945538
MARC1 -0.0945643
RNF25 -0.0946283
RTN4 -0.0946489
ANGPTL1 -0.0946596
TRIM17 -0.0947134
TNNC1 -0.0947319
HAO2 -0.0947412
SPDYE2 -0.0947465
NEO1 -0.0947717
PCDHAC2 -0.0947759
CPS1 -0.0947962
SCNN1D -0.0948146
ZBTB18 -0.0948193
FAM46B -0.0948386
COX6A1 -0.0948760
EGF -0.0948786
PCDH7 -0.0949025
B3GALT6 -0.0949236
HIST2H2AB -0.0949636
SEPT5 -0.0950370
EEF2 -0.0950843
NPIPB3 -0.0950945
AFAP1L2 -0.0951054
CPO -0.0951489
POMZP3 -0.0951639
MAN2C1 -0.0951678
SLC12A5 -0.0951870
ING4 -0.0951874
SFXN5 -0.0952270
CSMD1 -0.0952348
RSPH4A -0.0952370
TCTEX1D1 -0.0952635
UQCR11 -0.0952745
COG6 -0.0952986
EID2B -0.0953018
ADCK4 -0.0953482
KIAA1958 -0.0953583
DYDC2 -0.0953631
TBCK -0.0954332
SLC30A5 -0.0954409
ZNF605 -0.0954573
RPS27L -0.0954659
EFCAB14 -0.0954973
PTPRR -0.0955087
AVPR2 -0.0955430
FBLN7 -0.0956100
CST11 -0.0956112
FZR1 -0.0956128
SNED1 -0.0957029
MS4A14 -0.0958171
CCDC122 -0.0958284
CPT1A -0.0958674
SULT1B1 -0.0958726
MFAP4 -0.0959070
AQP7 -0.0959125
VPS13D -0.0959387
NDRG4 -0.0959406
GNS -0.0959681
PGBD4 -0.0959828
POPDC2 -0.0960032
ARG1 -0.0960195
TMEM5 -0.0960333
ZNF880 -0.0960529
TTC9 -0.0960704
FXYD1 -0.0960741
FAM114A1 -0.0960818
MYF5 -0.0961036
COQ5 -0.0961381
KIAA0196 -0.0961540
HKR1 -0.0961598
WWC2 -0.0961668
DRD1 -0.0961702
MAGEB18 -0.0961762
TRMT44 -0.0961862
PPME1 -0.0962700
PQLC3 -0.0962721
ATF7IP2 -0.0963326
ARHGAP5 -0.0963665
RNASEL -0.0963685
NDUFAF6 -0.0963881
HCN1 -0.0964027
TMEM135 -0.0965052
TPD52 -0.0965283
PHAX -0.0965358
ANKRD46 -0.0965378
KIAA1598 -0.0965476
MC1R -0.0965518
KLHL23 -0.0965660
PDHX -0.0965736
B4GALT6 -0.0966518
MON2 -0.0966530
ZNF527 -0.0967091
FST -0.0967102
CDRT15 -0.0967253
RDH5 -0.0967607
BCL9 -0.0967782
C1QTNF6 -0.0967978
CHIC1 -0.0968327
NSMF -0.0968378
ZNF180 -0.0969119
ARL17A -0.0969279
GLB1L -0.0969355
DLX2 -0.0969425
EFHB -0.0969564
ZNF345 -0.0969794
EFTUD1 -0.0969996
IFT52 -0.0970002
NHLRC3 -0.0970240
ANO4 -0.0970299
ZNF85 -0.0970347
SUB1 -0.0970796
NLGN4X -0.0971162
CHP1 -0.0971760
SPACA4 -0.0971958
PPBP -0.0972176
OTOA -0.0972338
VSIG2 -0.0972476
MAGEE1 -0.0972545
MOK -0.0972593
IL25 -0.0972615
PLGLB1 -0.0972758
CA4 -0.0973070
SLC39A4 -0.0973190
ACTR10 -0.0973346
RNF139 -0.0973564
TSGA10 -0.0973682
MAN2B2 -0.0974216
ZFPM2 -0.0974317
PLA2R1 -0.0974663
PRDX2 -0.0974689
COL21A1 -0.0974713
GABARAPL2 -0.0975333
DNAJA3 -0.0975823
CMTM2 -0.0975996
TMPRSS9 -0.0976236
KANSL3 -0.0976657
ABCA6 -0.0976840
HIST1H4J -0.0977149
SPG20 -0.0977237
NECAB1 -0.0977256
HIST2H2BE -0.0977376
TNPO1 -0.0977452
ZP3 -0.0977520
KCTD1 -0.0977537
ADAD2 -0.0977603
SS18L1 -0.0977736
MED16 -0.0978059
ELMOD3 -0.0978069
PHF13 -0.0978113
LRRFIP1 -0.0978349
TNFAIP8L3 -0.0978654
GNAI1 -0.0978764
C1QL1 -0.0978932
SEMA4G -0.0979051
EFHD1 -0.0979288
ANKRD31 -0.0979356
FEM1A -0.0979420
YTHDC1 -0.0979582
C15orf57 -0.0980129
RFPL1 -0.0980312
ZNF479 -0.0980327
CCDC36 -0.0980427
CAPN12 -0.0980468
PBX2 -0.0980866
MRVI1 -0.0981152
CLEC14A -0.0981311
BICC1 -0.0981533
ATP13A2 -0.0981590
TTC29 -0.0981623
SHROOM4 -0.0981874
LMAN2L -0.0981994
TOMM34 -0.0982079
ZNF69 -0.0982186
CCDC117 -0.0982216
FOXD4 -0.0982468
PMS2 -0.0982511
ZIM2 -0.0982675
IL1RL1 -0.0982913
CBX4 -0.0982965
BBS9 -0.0983064
C22orf23 -0.0983124
ARMC3 -0.0983155
ZNF418 -0.0983295
NDUFC1 -0.0983487
MXRA7 -0.0983698
PRIMPOL -0.0983792
EIF3F -0.0984004
CDK15 -0.0984255
ZNF784 -0.0984384
MTR -0.0984402
CNGA3 -0.0984699
NTN5 -0.0984850
GKN2 -0.0984860
EXOC8 -0.0985040
NEDD4 -0.0985302
LRSAM1 -0.0985527
ROMO1 -0.0985599
CA5B -0.0985860
EFHC2 -0.0985938
CELF3 -0.0986184
ASTN1 -0.0986292
RB1 -0.0986306
AASS -0.0986622
SCUBE1 -0.0987356
DPPA3 -0.0987396
ELOVL6 -0.0987430
CD109 -0.0987467
CPSF1 -0.0987930
CXorf27 -0.0988478
EGFL7 -0.0988579
C3orf70 -0.0989186
MACROD2 -0.0989570
TRIM44 -0.0989712
TTI2 -0.0990055
TRIM9 -0.0990109
WDR73 -0.0990154
ZNF28 -0.0990161
RND1 -0.0990199
LEFTY1 -0.0990263
HSPA9 -0.0990324
PDZD8 -0.0990576
FKTN -0.0990806
BHMT2 -0.0990904
KIAA1462 -0.0991343
CYTL1 -0.0991437
C1QTNF9 -0.0991882
ZBTB46 -0.0992025
ZNF106 -0.0992028
ZNF557 -0.0992249
CACNA2D4 -0.0992609
PMP2 -0.0993084
ZNF729 -0.0993244
CDIPT -0.0993368
ARL6IP4 -0.0993420
SERINC1 -0.0993677
UBE2QL1 -0.0994192
FZD3 -0.0994209
ATP5F1 -0.0994261
ARL14EP -0.0994320
WDR16 -0.0994358
DSG1 -0.0994411
ZNF614 -0.0994482
RIMS2 -0.0994746
HS3ST4 -0.0994889
CUEDC1 -0.0994933
PITX2 -0.0995106
MYBL1 -0.0995182
CAPZA3 -0.0995304
ZNF324 -0.0995498
TTC21B -0.0995895
PCDHGA3 -0.0995959
UBE4B -0.0996071
SLC23A2 -0.0996194
BAZ2A -0.0996392
CSDC2 -0.0996428
ZNF738 -0.0996516
COQ10A -0.0996524
NGFRAP1 -0.0996554
DOK4 -0.0996570
GRIA1 -0.0996671
NAALAD2 -0.0996719
NMRAL1 -0.0996733
FBXO16 -0.0996781
EPG5 -0.0996807
SPPL3 -0.0996839
NPHP3 -0.0996880
THAP2 -0.0996912
VIL1 -0.0997090
CDC42BPA -0.0997245
AMMECR1L -0.0997298
UROD -0.0997890
HINT2 -0.0998713
KIAA0895 -0.0998752
DCP1A -0.0998808
LEPR -0.0998830
RABEP2 -0.0999056
CCDC22 -0.0999214
PHF7 -0.0999231
ATN1 -0.0999251
PLCE1 -0.0999362
RMDN2 -0.0999382
DCP1B -0.0999424
REL -0.0999443
TAL1 -0.0999818
DGKD -0.0999860
GNA14 -0.0999883
ESPN -0.0999908
TOP1MT -0.1000102
TNK1 -0.1000347
MYO15A -0.1000401
SLC36A2 -0.1000492
FTO -0.1000984
SVEP1 -0.1000985
NTF3 -0.1001310
NPC1L1 -0.1001615
KL -0.1001806
TSPAN9 -0.1001843
GOLPH3L -0.1001894
RFNG -0.1002129
LRRC37A3 -0.1002347
MTHFD2L -0.1002609
DUOX1 -0.1002732
CNBD2 -0.1002826
TECR -0.1002969
ANAPC4 -0.1003095
MYO16 -0.1003147
DNER -0.1003435
TMEM66 -0.1003436
SLC27A4 -0.1003538
PER1 -0.1003939
ZNF322 -0.1004232
B9D2 -0.1004285
SNX25 -0.1004328
KBTBD4 -0.1004374
HIBADH -0.1004671
LGR4 -0.1004846
DTWD1 -0.1004896
C10orf95 -0.1005325
SUCLA2 -0.1005339
DUSP16 -0.1005580
BCL6B -0.1005694
FNBP1L -0.1005761
GABRB3 -0.1005925
ATPIF1 -0.1006214
WDR65 -0.1006232
ZMYM4 -0.1006371
UQCRC2 -0.1006457
LSMEM2 -0.1006494
SLCO1B1 -0.1006538
MED7 -0.1006770
TEX19 -0.1007176
SORBS1 -0.1007235
OSBPL1A -0.1007540
CYB561D2 -0.1007798
ZNF613 -0.1008117
TSHZ3 -0.1008477
AGPS -0.1008735
ALDOA -0.1009268
MKNK2 -0.1009387
CDH6 -0.1009441
EYA1 -0.1009851
GNAO1 -0.1010019
MYL6B -0.1010143
RABL3 -0.1010168
PISD -0.1010307
EXTL2 -0.1010355
KTN1 -0.1010603
KCNK2 -0.1010719
ZNF419 -0.1010779
CA3 -0.1011129
BCO2 -0.1011196
NUDT18 -0.1011269
OPN1LW -0.1011700
DYNC1I2 -0.1011881
EXD3 -0.1011946
ANKRD13C -0.1012057
TUT1 -0.1012209
SERTAD3 -0.1012308
ALS2CR12 -0.1012361
COPS4 -0.1012877
TRIM52 -0.1013240
AHCTF1 -0.1013343
SHE -0.1013548
CSRNP2 -0.1013739
FAM162A -0.1014383
TRIM23 -0.1014443
BTBD9 -0.1014458
PCDH1 -0.1014542
METTL25 -0.1014691
GOLGA6L9 -0.1015767
SCP2 -0.1016333
PLEKHG4 -0.1016477
ALDH1L1 -0.1016957
EXOC7 -0.1017472
HPD -0.1017498
C1QTNF9B -0.1017543
SLC9A8 -0.1017986
IPP -0.1018369
PIAS3 -0.1018616
SEC62 -0.1018914
PCBP2 -0.1019114
ANKRD23 -0.1019325
C10orf35 -0.1019454
EAF1 -0.1019684
SLITRK5 -0.1019706
UNKL -0.1019998
ZNF554 -0.1020346
RMDN3 -0.1020445
DPP8 -0.1020460
STMN4 -0.1020786
HMGN5 -0.1021031
OSBPL5 -0.1021085
SPSB2 -0.1021421
FGF20 -0.1021537
MARCH4 -0.1021560
JAG2 -0.1021564
ZNF671 -0.1021597
OR51E2 -0.1021629
DHFRL1 -0.1022329
KIAA1429 -0.1022464
C9orf64 -0.1022563
LARP6 -0.1022665
COX14 -0.1022714
ANAPC16 -0.1023049
ITPK1 -0.1023186
ZNF287 -0.1023244
CGRRF1 -0.1023297
DMTF1 -0.1023479
HMGCLL1 -0.1023550
FBXO3 -0.1023850
HSPG2 -0.1024250
UEVLD -0.1024281
C4orf48 -0.1024298
COL3A1 -0.1024332
THRSP -0.1024408
HSF1 -0.1024739
MT1M -0.1024850
BBIP1 -0.1024977
COL4A3BP -0.1024978
PCDH12 -0.1025114
TAF15 -0.1025166
C7orf50 -0.1025258
SYNGAP1 -0.1025274
OTUD3 -0.1026443
C21orf2 -0.1026867
SLC4A10 -0.1027193
THAP9 -0.1027516
DSTYK -0.1027593
ZNF182 -0.1027838
ZBTB45 -0.1028080
SRSF6 -0.1028427
SPIN2B -0.1028515
UBN2 -0.1028575
RFX6 -0.1028673
C17orf74 -0.1028851
ADAMTS6 -0.1028857
SLC4A4 -0.1028868
SGSM2 -0.1028980
SLC39A10 -0.1029351
MTMR10 -0.1029367
ALG13 -0.1029569
RPS14 -0.1029596
FAM198A -0.1030296
SYP -0.1030312
GPC3 -0.1030341
GRM4 -0.1030349
FAM200A -0.1030810
TESK2 -0.1030967
TSPYL1 -0.1031010
PIWIL2 -0.1031141
SMIM3 -0.1031244
FAM71E1 -0.1031297
UBXN11 -0.1031608
CORIN -0.1031793
SBF2 -0.1032451
EPDR1 -0.1032572
ZNF696 -0.1032581
PLXNA3 -0.1032607
MGAM -0.1032821
ASB8 -0.1033031
PRAF2 -0.1033265
AMER3 -0.1033625
SLC5A10 -0.1033764
SIRT1 -0.1033817
PHF2 -0.1034402
MRPL24 -0.1034641
PGGT1B -0.1034778
RGS12 -0.1034796
ADRBK2 -0.1034923
PDLIM4 -0.1035260
UBOX5 -0.1035428
WDR27 -0.1035459
CADM2 -0.1035620
SMCO3 -0.1035822
KLHL28 -0.1035868
NRXN2 -0.1036175
TMED8 -0.1036462
SRFBP1 -0.1036844
MFSD10 -0.1036888
RTDR1 -0.1037260
DCXR -0.1037369
PTH1R -0.1038303
EML1 -0.1038400
DAGLA -0.1038681
C15orf38-AP3S2 -0.1038696
ZNF768 -0.1038717
ADH1A -0.1038907
SENP7 -0.1038939
CCDC68 -0.1039073
CNKSR1 -0.1039111
ZNF623 -0.1039167
NEK4 -0.1039783
ODF3L1 -0.1040038
CBX8 -0.1040974
COL1A1 -0.1041604
CILP -0.1041793
MTNR1B -0.1042376
B3GNT1 -0.1043008
FAM168A -0.1043913
CCPG1 -0.1044095
CALCR -0.1044542
DENND6A -0.1044576
KRT32 -0.1045011
IRX1 -0.1045321
HES4 -0.1045580
MINOS1 -0.1045807
MCHR1 -0.1045936
CLEC16A -0.1045985
RANBP3L -0.1046359
LOH12CR2 -0.1046534
PHKG2 -0.1046622
PNRC2 -0.1046638
RSF1 -0.1046654
PCK1 -0.1046862
PGPEP1 -0.1047705
RGS13 -0.1047784
ASIC2 -0.1047985
OMA1 -0.1048031
TMEM222 -0.1048079
DNAH9 -0.1048101
FAM160B2 -0.1048206
PIGN -0.1048233
BHLHB9 -0.1048457
RMDN1 -0.1048735
CYB5B -0.1048845
RNF151 -0.1048879
SNTN -0.1048888
LOXL1 -0.1049059
TMEM178A -0.1049185
GSTCD -0.1049215
ZNF354B -0.1049399
FEZ1 -0.1049580
ZNF197 -0.1050003
BLZF1 -0.1050094
MTHFR -0.1050345
ZNF17 -0.1050687
CBLN1 -0.1050709
ICA1L -0.1050833
DNAJC18 -0.1051005
HBA1 -0.1051107
SEMG1 -0.1051429
ZNF484 -0.1051638
MMRN1 -0.1051733
RHBG -0.1051843
TMEM134 -0.1052704
NDFIP1 -0.1052748
CYP2U1 -0.1053701
RGL2 -0.1053776
ZNF385D -0.1053865
WFDC1 -0.1054102
BCHE -0.1054278
ETFB -0.1054299
TMEM249 -0.1054617
SLC18A2 -0.1054628
PIK3R5 -0.1054777
ATP9B -0.1054925
GZF1 -0.1055712
TPGS1 -0.1056021
C1orf101 -0.1056062
FSTL4 -0.1056066
CHD9 -0.1056541
GTF2IRD1 -0.1056588
DMKN -0.1056849
RFTN2 -0.1056963
PPP6R3 -0.1057460
CALCOCO1 -0.1057556
COL7A1 -0.1057662
FAM173B -0.1057860
HGF -0.1058514
RPL9 -0.1058624
NFE2 -0.1058885
CA10 -0.1059096
AIFM3 -0.1059107
NTM -0.1059313
EZH1 -0.1059504
KLHL21 -0.1059741
NEMF -0.1059924
KCTD18 -0.1060303
NBPF3 -0.1060383
SPESP1 -0.1060438
ZBTB4 -0.1060624
CDK7 -0.1061066
STXBP4 -0.1061183
AQR -0.1061306
NFATC2IP -0.1061489
OBFC1 -0.1061517
MRPS28 -0.1061565
ARHGAP29 -0.1061845
SBSPON -0.1061869
KDSR -0.1062028
PARP3 -0.1062104
FRA10AC1 -0.1062278
ZNF556 -0.1062448
TWISTNB -0.1063047
TMEM42 -0.1063373
MRI1 -0.1063693
CXCR2 -0.1063873
CCDC130 -0.1063879
KIAA1191 -0.1063921
FOXP1 -0.1064135
CAPN5 -0.1064160
AUH -0.1064445
SGCB -0.1064607
PTER -0.1064703
FBXO4 -0.1065352
NABP2 -0.1065404
TBC1D14 -0.1065633
ASAP3 -0.1065733
GNAQ -0.1065743
TMEM232 -0.1066514
PCDHGA8 -0.1066843
FRMD6 -0.1067082
CTDSP2 -0.1067525
USP53 -0.1067561
MORN2 -0.1067759
CHST14 -0.1067838
EIF2AK4 -0.1068033
SLITRK1 -0.1068090
RPF1 -0.1068176
VILL -0.1068213
FAM43B -0.1069120
CDK5RAP3 -0.1069308
ZNF483 -0.1069356
TSSC4 -0.1069388
GPR182 -0.1069488
DZIP3 -0.1069624
MCF2L -0.1069807
TNKS -0.1070336
KSR2 -0.1070478
SCAMP4 -0.1070557
BTBD1 -0.1070724
NPIPB6 -0.1070741
TATDN3 -0.1070917
MAP4K5 -0.1071417
SLC14A1 -0.1071555
ZNF414 -0.1072447
SYT9 -0.1072449
PTPRG -0.1072715
IBTK -0.1072997
RILPL1 -0.1073008
GLIS2 -0.1073167
FER -0.1073255
PLLP -0.1073322
ALG1 -0.1073419
PTPMT1 -0.1073446
ANAPC13 -0.1073497
C1orf213 -0.1073558
IFT46 -0.1073655
MTX3 -0.1073667
PAFAH2 -0.1073874
GLRB -0.1074411
C1orf95 -0.1074702
COQ6 -0.1075002
RAP1GAP -0.1075384
GAP43 -0.1075748
ST8SIA5 -0.1076091
FREM1 -0.1076281
SOCS4 -0.1076334
CLDN11 -0.1076428
PDIK1L -0.1076590
THEM6 -0.1076698
RAB39B -0.1076761
HIVEP3 -0.1076785
FCRLB -0.1076857
PXMP4 -0.1077110
SHROOM2 -0.1077206
ARMC5 -0.1077278
UBXN2B -0.1077415
THAP6 -0.1077530
ZCCHC3 -0.1077777
TMEM88 -0.1077910
SLC27A3 -0.1077978
FBXL15 -0.1077985
TTC3 -0.1078035
GPR137C -0.1078185
NCAM1 -0.1078350
RAB28 -0.1078518
CRYL1 -0.1078548
SOS2 -0.1079582
HERC2 -0.1079904
ZNF625 -0.1080298
CAND1 -0.1080496
FAM122B -0.1080612
FECH -0.1081115
SLC45A1 -0.1081268
ZNF800 -0.1081302
RALYL -0.1081492
SLC47A2 -0.1081656
CPNE3 -0.1081846
LNX1 -0.1081974
CEP44 -0.1082018
GMPR2 -0.1082180
CREBL2 -0.1082474
DNAJC19 -0.1082689
KCNE2 -0.1083406
ZNF141 -0.1083514
BBS5 -0.1083770
CEP19 -0.1084704
KRT31 -0.1084824
EDDM3B -0.1084894
NR3C2 -0.1085152
MAMDC4 -0.1085320
RYR2 -0.1085430
UCN3 -0.1085854
GEMIN8 -0.1085878
RBMS3 -0.1086049
SKIDA1 -0.1086783
DMGDH -0.1087309
UGT2B4 -0.1087537
DLL1 -0.1088173
BDH2 -0.1088231
PTPRH -0.1088246
RBM3 -0.1089157
SSC5D -0.1089246
CCS -0.1089405
MAT2A -0.1089521
CHMP4B -0.1089541
GNB5 -0.1089906
DBX2 -0.1090096
URGCP -0.1090237
PTGDR2 -0.1090579
SCML1 -0.1090628
HUS1B -0.1091360
HOXA13 -0.1091746
APC -0.1091758
ZNF564 -0.1091861
GFM2 -0.1092043
ARPP21 -0.1092547
CDH18 -0.1092554
ATP5D -0.1092972
XYLT2 -0.1093386
C14orf28 -0.1093423
DYNLRB1 -0.1093619
PIK3R2 -0.1093675
MARCH6 -0.1093819
NSL1 -0.1094201
RBM43 -0.1094270
PLEKHA3 -0.1094383
PIFO -0.1094854
TRMT10B -0.1094910
MBOAT7 -0.1095154
MAOB -0.1095308
C4orf22 -0.1095510
SPATA2 -0.1095762
ZNF263 -0.1096120
PLD6 -0.1096749
CMTM8 -0.1096802
KIFAP3 -0.1096950
SLC9A3R2 -0.1096977
SGK2 -0.1097219
ZNF395 -0.1097334
COPS2 -0.1097510
SLC30A1 -0.1097558
CYP4Z1 -0.1098190
GDF1 -0.1098207
PDGFC -0.1098251
STAU2 -0.1098396
WDR5B -0.1099098
SPHK2 -0.1099284
NID1 -0.1099986
CTDSPL2 -0.1100003
ASH1L -0.1100415
ZBTB20 -0.1101180
MLH3 -0.1101442
NGFR -0.1101544
WDR31 -0.1101592
TMEM35 -0.1101862
CYC1 -0.1101889
RWDD3 -0.1102080
EXOSC4 -0.1102116
TSR3 -0.1102133
ZNF160 -0.1102156
NINJ1 -0.1102399
CCDC113 -0.1102691
APEH -0.1102702
SCAF11 -0.1103230
TBC1D30 -0.1103286
SUDS3 -0.1103396
FYCO1 -0.1103488
PDE1A -0.1103585
MORN5 -0.1103727
POGZ -0.1103981
IQCC -0.1105181
SAMD14 -0.1105463
TMEM170B -0.1105810
ENO3 -0.1106375
NIPAL3 -0.1106624
RHOBTB1 -0.1106974
APLN -0.1107307
FAM203A -0.1107955
SLC48A1 -0.1108102
C5orf54 -0.1108153
GNG3 -0.1108458
DIO3 -0.1108576
CBLC -0.1108648
NHS -0.1108809
CALML6 -0.1108968
SNAI2 -0.1109139
DKK3 -0.1109574
C2orf76 -0.1109866
CCNDBP1 -0.1109984
FRYL -0.1110273
OGFOD2 -0.1110408
KERA -0.1110424
SLC7A13 -0.1110759
FABP3 -0.1110918
DEPTOR -0.1111053
PDE8A -0.1111296
AFP -0.1111310
GNPTG -0.1111546
NDUFA4 -0.1111623
SLC25A23 -0.1112493
TTC39C -0.1113210
VSIG10 -0.1113288
UQCRB -0.1113387
PNCK -0.1114012
SLC8A2 -0.1114268
IP6K3 -0.1114495
WDR52 -0.1114512
SOD1 -0.1114702
NDUFA5 -0.1114806
CTDSP1 -0.1115065
CSNK1G1 -0.1115132
ARID1A -0.1115500
TTC12 -0.1116269
CDC42BPB -0.1116291
TYW3 -0.1116408
SCARB1 -0.1116541
COX17 -0.1116914
NMNAT1 -0.1117102
GRB14 -0.1117127
MTUS1 -0.1117143
CLASP2 -0.1117169
HP1BP3 -0.1117171
NUBP2 -0.1117251
MROH8 -0.1117709
LCOR -0.1118280
ZBED3 -0.1118388
ARFIP2 -0.1118504
EBLN2 -0.1118527
RAI1 -0.1118536
HPX -0.1118597
PSD2 -0.1119164
SLC25A48 -0.1119479
NCKAP1 -0.1119698
C10orf88 -0.1119905
MYCT1 -0.1120081
RAB3IP -0.1120345
SIK3 -0.1120352
QSOX1 -0.1120657
ADAM20 -0.1120954
SLC39A13 -0.1121280
PCDHGB4 -0.1121432
SLFNL1 -0.1121491
PPP1R42 -0.1121881
TMEFF2 -0.1122187
GIGYF2 -0.1122256
ALG1L -0.1122510
NSUN7 -0.1122944
FTCD -0.1123450
RFPL2 -0.1123637
PROCR -0.1123810
RNF208 -0.1124364
NKAIN2 -0.1124596
CCNG1 -0.1125085
ZNF233 -0.1125490
ZNF497 -0.1125658
ZDHHC4 -0.1125744
C5orf38 -0.1125859
ZC3H7A -0.1126181
ZNF48 -0.1126781
NENF -0.1126781
STX18 -0.1127618
RIOK2 -0.1127934
TMEM192 -0.1127937
TUSC5 -0.1129439
NOTCH4 -0.1129728
DAZAP2 -0.1129974
FGFRL1 -0.1130229
LY6G6C -0.1130508
CTNNA2 -0.1130524
TMEM52 -0.1131115
UTP23 -0.1131821
ARL17B -0.1131894
NUDT10 -0.1132451
HBA2 -0.1132489
ATP6V1C1 -0.1132883
OLFML2A -0.1132918
PYGO1 -0.1132993
GTF2H5 -0.1133110
FOPNL -0.1133383
CUL5 -0.1133403
GNG13 -0.1134507
CCNT2 -0.1134654
C2orf82 -0.1134943
FAM184B -0.1135460
SCN1B -0.1135517
SPAG8 -0.1135564
DRD2 -0.1136060
TAF4 -0.1136166
IGSF10 -0.1136401
SPRYD7 -0.1136799
CCDC87 -0.1137658
MMP24 -0.1138249
DTWD2 -0.1138439
CPD -0.1138675
ADNP -0.1138989
CCNH -0.1139140
CCNG2 -0.1139483
STC1 -0.1140046
NR2F6 -0.1140211
RAB3GAP2 -0.1140614
CYB561D1 -0.1140887
PEX11B -0.1141227
MANBAL -0.1141479
GABRD -0.1141554
RAB3C -0.1141647
SNX16 -0.1142041
NLRP5 -0.1142085
FAM86B2 -0.1142157
PIK3C2A -0.1143274
ZNF558 -0.1143573
RTN1 -0.1143758
PRND -0.1143782
PTPRA -0.1143988
HPCA -0.1144466
GTPBP6 -0.1145076
FLNC -0.1145368
TGFBR3 -0.1145423
CAPRIN2 -0.1145547
EVPLL -0.1145698
HOOK2 -0.1145745
KCNMB3 -0.1145804
ROBO2 -0.1145830
ZNF709 -0.1146311
TIGD7 -0.1146466
MED28 -0.1146705
PFN4 -0.1146911
WFDC6 -0.1147215
METTL12 -0.1147519
PCBD1 -0.1148169
PHLDA3 -0.1148547
NFU1 -0.1148738
CMTM6 -0.1148975
RRP15 -0.1149269
HIRIP3 -0.1149386
TCF12 -0.1149479
COL5A3 -0.1149551
HELZ -0.1149801
NPFF -0.1149950
CBLN3 -0.1150031
HYAL1 -0.1150177
TMEM30B -0.1150298
ENKD1 -0.1150367
ZNF117 -0.1150401
SH3YL1 -0.1150509
DNAJB2 -0.1150707
SPOCK3 -0.1151272
IKZF5 -0.1151377
CILP2 -0.1151934
GPX4 -0.1152265
FRAT1 -0.1153389
SLU7 -0.1153693
C1orf192 -0.1153779
ATF7 -0.1154577
PGAP1 -0.1154843
EDN3 -0.1155449
DMP1 -0.1155563
TSPAN31 -0.1155770
AKAP14 -0.1155820
C8orf37 -0.1155980
CFD -0.1156121
NDUFS4 -0.1156225
MAP1A -0.1156401
ZNF337 -0.1156569
HSD3B1 -0.1156811
RAE1 -0.1157228
PAIP2 -0.1157549
PHF14 -0.1157634
MRPL10 -0.1157902
AKAP8L -0.1157962
PRR12 -0.1158377
TMEM219 -0.1158471
UNC5C -0.1158548
MIPOL1 -0.1158611
TMEM240 -0.1158637
EBF3 -0.1158715
PRDX3 -0.1158799
MBOAT2 -0.1158948
BPIFA1 -0.1159185
BLOC1S1 -0.1159208
MTCH2 -0.1159412
SRR -0.1159515
IER3IP1 -0.1159551
ATOH8 -0.1160325
RASSF8 -0.1160792
MYL7 -0.1161283
RNF40 -0.1161449
EIF5 -0.1161464
NOX5 -0.1161595
KIAA0195 -0.1161810
CSPG4 -0.1163014
CCT2 -0.1163050
MGST2 -0.1163191
SLC46A1 -0.1163281
MROH1 -0.1163338
GOLGB1 -0.1163621
MARVELD1 -0.1163642
SLC38A11 -0.1163661
MPP5 -0.1163998
TNRC6A -0.1164128
SPICE1 -0.1164410
LPHN1 -0.1164520
LNX2 -0.1165081
MOCS1 -0.1165555
WDR47 -0.1165639
DBP -0.1165647
TMEM229A -0.1165729
FAM208A -0.1165836
BDNF -0.1165908
KBTBD7 -0.1166313
BSDC1 -0.1166447
TENM2 -0.1166616
ZNF521 -0.1166724
TK2 -0.1166791
LPGAT1 -0.1166796
ZBTB7A -0.1166970
KLHL9 -0.1166992
CENPP -0.1167067
FIGF -0.1167639
P2RX4 -0.1167696
FAH -0.1167850
STRN3 -0.1167853
ETFDH -0.1168053
ATXN3L -0.1168068
TRMT13 -0.1168354
PHF20 -0.1168526
NOXO1 -0.1168950
NR2F1 -0.1169485
CRYGS -0.1169893
PIH1D2 -0.1170175
THAP1 -0.1170217
LYPLAL1 -0.1170295
MAPRE3 -0.1170632
PRKG1 -0.1170680
BZW1 -0.1170922
PLXDC1 -0.1170958
WDR66 -0.1171455
SERTM1 -0.1171704
ZNF217 -0.1172295
ZNF581 -0.1172815
ANKRD28 -0.1172919
SEPT8 -0.1172972
KCNK6 -0.1173087
TRIM6 -0.1173203
SNRNP25 -0.1173568
TBK1 -0.1173582
RGN -0.1173806
ZNF100 -0.1174267
ASMTL -0.1174546
ITIH4 -0.1174569
CACFD1 -0.1174839
PPT2 -0.1176233
PXK -0.1176566
SCRN3 -0.1176750
BRDT -0.1176760
TRAPPC8 -0.1176821
HSPA5 -0.1177284
HAUS3 -0.1177881
KIAA0319 -0.1178940
GGPS1 -0.1179295
ANKRD40 -0.1179307
ZBED5 -0.1179491
NRXN3 -0.1179698
MPI -0.1179780
PLEC -0.1179795
TNFRSF19 -0.1180033
PLCD3 -0.1180293
MACF1 -0.1180610
CRH -0.1181254
DNAL1 -0.1181565
C17orf80 -0.1181686
FTCDNL1 -0.1181830
AMOTL2 -0.1181870
RFX1 -0.1181941
NICN1 -0.1181988
SPTY2D1 -0.1182354
DENND4C -0.1183450
F2R -0.1183475
CHTF18 -0.1183541
TUBAL3 -0.1183797
FAM182B -0.1184726
MDGA1 -0.1184730
TAF7 -0.1185023
PRPH -0.1185241
AK7 -0.1185758
PIK3C2G -0.1185961
RNF186 -0.1185996
UGT2B15 -0.1186070
DSTN -0.1186123
PHLDB1 -0.1186144
ZNF609 -0.1186406
CASZ1 -0.1186890
LAMA5 -0.1187396
PPM1E -0.1187398
FOXN4 -0.1187574
PTGES3L-AARSD1 -0.1187678
ITGB5 -0.1187812
ATP1B2 -0.1188005
ABCA2 -0.1188031
RSPH3 -0.1188756
ENTPD3 -0.1188894
SHC3 -0.1188970
ZFHX2 -0.1189011
GGT7 -0.1189092
GNG12 -0.1189096
NEFM -0.1189462
ZNF676 -0.1189653
PTPDC1 -0.1189990
ZNF596 -0.1190019
ZNF559 -0.1190262
ZNF211 -0.1190347
ARHGEF25 -0.1191359
ANG -0.1191622
CDC14A -0.1191792
ATP6V1H -0.1192148
ZFYVE28 -0.1192257
AHNAK2 -0.1192357
METTL9 -0.1192364
CLK1 -0.1193195
ZNF655 -0.1193345
FAM149A -0.1193529
IMPDH2 -0.1193615
WARS2 -0.1193860
KCNH2 -0.1194419
ADAMTS10 -0.1194816
FHL5 -0.1195660
ZHX1 -0.1195710
PCDHB5 -0.1195884
RALGDS -0.1196024
CRAMP1L -0.1196115
CCDC110 -0.1196460
NTRK3 -0.1196598
CABP4 -0.1196712
EDNRB -0.1197114
ABHD14B -0.1197416
THNSL1 -0.1197699
COQ4 -0.1197756
CRY2 -0.1197998
HOXB3 -0.1198556
PDK2 -0.1200014
IDS -0.1200064
CEP120 -0.1200313
ARHGAP24 -0.1200412
HEMK1 -0.1200509
VPS39 -0.1200715
HLF -0.1200723
MBD6 -0.1200766
HAPLN2 -0.1200922
KANK3 -0.1201115
ZCCHC4 -0.1201745
HECTD1 -0.1201789
LYPLA1 -0.1202213
CEP104 -0.1202388
DNAAF1 -0.1203065
TCEAL7 -0.1203765
ZNF624 -0.1203847
KLHDC10 -0.1204384
MMEL1 -0.1204557
SCNN1G -0.1204811
MREG -0.1205036
ARMC4 -0.1205037
C1orf210 -0.1205389
MGARP -0.1205730
ZNF136 -0.1205907
BLOC1S6 -0.1206294
KBTBD11 -0.1207156
COL1A2 -0.1207248
CCDC115 -0.1207564
GJC3 -0.1207896
HN1L -0.1209867
LDB2 -0.1209885
ABCG2 -0.1209924
MIOS -0.1210029
RNF157 -0.1210158
ZNF771 -0.1210224
TCFL5 -0.1210489
SOCS5 -0.1210593
IQUB -0.1210666
NRBP2 -0.1211157
MATN2 -0.1211163
AGAP1 -0.1211298
WDR6 -0.1211362
ATP9A -0.1211379
ZSCAN32 -0.1211491
PIGZ -0.1211784
NEK9 -0.1211903
GDF6 -0.1212020
UBE3A -0.1212289
EMX2 -0.1212473
IPPK -0.1212645
DCDC1 -0.1213006
HMBOX1 -0.1213418
GLT8D1 -0.1213455
ALAD -0.1213751
PVRL2 -0.1213826
ADAMTS13 -0.1213834
HDAC5 -0.1213870
EGLN2 -0.1214226
TADA2B -0.1214312
CHRAC1 -0.1214316
CNTNAP2 -0.1214343
AMT -0.1214369
GULP1 -0.1214692
NFIC -0.1215108
BGN -0.1215279
ZNF24 -0.1215358
AMIGO1 -0.1215669
MGRN1 -0.1215892
NELFA -0.1216072
PRKAB2 -0.1216209
AK5 -0.1216384
SSBP4 -0.1216604
ZNF547 -0.1216687
JAM3 -0.1216752
COL6A3 -0.1218602
DPY19L1 -0.1219049
KIAA0754 -0.1219095
TMEM50B -0.1219889
HRC -0.1220609
COPZ2 -0.1220825
DDO -0.1220840
MPG -0.1220879
ITIH3 -0.1220890
MXI1 -0.1221088
MIF4GD -0.1221398
CHRNA10 -0.1221970
COPG2 -0.1222233
ZNF615 -0.1223039
NFYB -0.1223088
ERI2 -0.1223270
CROCC -0.1223354
ARF3 -0.1223509
C1orf194 -0.1223643
EIF1AX -0.1224048
ZNF524 -0.1224164
NUDT16 -0.1224258
COL24A1 -0.1224450
BECN1 -0.1224863
PTCD2 -0.1224880
FBXL18 -0.1224930
SAMD15 -0.1225144
HIST1H1C -0.1225716
PLCL1 -0.1225972
DRC1 -0.1226286
LRRC29 -0.1226323
KCNMB2 -0.1226587
RRAGB -0.1227137
SLC27A1 -0.1227404
CREB1 -0.1227433
C1orf56 -0.1228132
DENND2A -0.1228270
DPY19L2 -0.1228575
FAM161B -0.1228607
IFT43 -0.1228897
PPP1R26 -0.1229088
AGAP2-AS1 -0.1229635
ZNF720 -0.1229731
PRSS35 -0.1229743
TMCO1 -0.1229817
ETAA1 -0.1230966
TEX12 -0.1232512
RALGAPB -0.1233095
TOX4 -0.1233186
ZNF436 -0.1233632
ZDHHC22 -0.1233860
OCIAD1 -0.1233909
ZCCHC13 -0.1234355
SUV420H2 -0.1234554
RAB3B -0.1234629
DFNB59 -0.1234761
TDGF1 -0.1234853
ERGIC1 -0.1235111
SRSF1 -0.1235785
TDRD9 -0.1235902
BOD1 -0.1236006
SLMO1 -0.1236305
RNPEP -0.1236461
LRTOMT -0.1237078
FBN2 -0.1237251
ZFYVE16 -0.1237644
ZNF770 -0.1237812
DET1 -0.1238464
ARPP19 -0.1239485
FAM213B -0.1239607
EXOC6 -0.1240006
NDRG3 -0.1240040
TMEM190 -0.1240376
FAM219B -0.1240378
CCDC83 -0.1241117
RNF14 -0.1241595
SWSAP1 -0.1241700
LAMC1 -0.1242062
SARM1 -0.1242600
EEPD1 -0.1243404
GOLGA8F -0.1243416
DYNC2LI1 -0.1244244
CCDC158 -0.1244477
LIMA1 -0.1244637
C1QTNF5 -0.1245197
MFSD6L -0.1245223
ENPEP -0.1245228
EAPP -0.1245617
CD320 -0.1245826
ITGA2 -0.1245994
PDPK1 -0.1246158
ARHGEF26 -0.1246584
GAD1 -0.1246671
CTNND1 -0.1246742
PHF20L1 -0.1246874
APC2 -0.1246965
ITPR1 -0.1247132
SPIRE1 -0.1247396
ACAD11 -0.1247511
CCDC121 -0.1247552
ZNF543 -0.1247578
ZNF621 -0.1247841
TRAPPC9 -0.1248885
ATP5G2 -0.1248934
SLC16A9 -0.1249549
C8orf48 -0.1249697
ZNF346 -0.1249785
AP4E1 -0.1250154
TMEM229B -0.1250291
TMEM213 -0.1250758
STPG1 -0.1251225
TTC23L -0.1251238
TRUB1 -0.1251615
RECQL4 -0.1251729
ZNF788 -0.1251856
PTPRM -0.1252173
FLYWCH1 -0.1252208
CREBZF -0.1252849
IL11 -0.1253137
ZNF737 -0.1253285
HIST2H2AA4 -0.1254339
ATRNL1 -0.1254583
COG7 -0.1254740
SRPK2 -0.1254766
DKK2 -0.1254778
HOXC5 -0.1255274
DOC2A -0.1255550
MARC2 -0.1256087
CES4A -0.1256403
SYNJ2BP -0.1256582
NCKAP5 -0.1256607
ADAM2 -0.1256639
ERBB2IP -0.1257278
ASAH1 -0.1257286
SPINT1 -0.1257579
ERMAP -0.1257662
C18orf32 -0.1257777
TOM1L2 -0.1258050
THSD7A -0.1258301
TRO -0.1258431
CCDC101 -0.1258780
AGAP9 -0.1259005
XKR6 -0.1259098
RBM5 -0.1259183
AVIL -0.1259193
ZER1 -0.1259456
TTC30A -0.1260576
TRIM4 -0.1261888
MECOM -0.1262089
ZNF148 -0.1262153
AHCYL1 -0.1262311
PCGF3 -0.1262388
PILRB -0.1262885
HOXB2 -0.1263711
TIPARP -0.1263863
TMEM68 -0.1263897
C6 -0.1264071
CDH19 -0.1264136
BCORL1 -0.1264148
ANKRD52 -0.1264441
KIAA1549 -0.1264840
TLE3 -0.1265127
SCRN2 -0.1265218
SLC26A3 -0.1265369
FGF12 -0.1265557
PIGG -0.1265802
GRINA -0.1265834
SKIV2L2 -0.1266105
FAT3 -0.1266132
SRRM3 -0.1266165
HOMER2 -0.1266384
HOXB6 -0.1266441
LCMT1 -0.1266517
RAB11FIP5 -0.1266773
FAM154B -0.1266838
EXOC2 -0.1267036
ANKRD39 -0.1267490
MEOX2 -0.1267750
CYP26A1 -0.1268319
SORCS3 -0.1268607
RICTOR -0.1268669
BOD1L1 -0.1268784
KAT6A -0.1269209
SAMD12 -0.1269775
CSN3 -0.1270396
PPP1R32 -0.1270453
NRN1L -0.1270662
FAM162B -0.1271703
ACY1 -0.1272218
ACMSD -0.1272549
BEX2 -0.1272635
RNF212 -0.1272900
RAB27B -0.1273206
DGKQ -0.1273560
IFT74 -0.1273981
C8orf33 -0.1275769
FBXO44 -0.1276025
PKP3 -0.1276112
C6orf1 -0.1276422
THSD1 -0.1276807
PDHB -0.1276844
AP1M2 -0.1277507
HOXC13 -0.1278201
SPAG16 -0.1278926
ADSSL1 -0.1279197
AAMDC -0.1279286
ZNF397 -0.1279322
XRRA1 -0.1279456
FAM19A2 -0.1279564
FAM120AOS -0.1280090
ARL13B -0.1280433
PPM1A -0.1280689
TEKT5 -0.1281107
FAM134A -0.1281385
EEF1D -0.1281456
WBP11 -0.1281731
RIC3 -0.1281868
JKAMP -0.1282272
THBS1 -0.1282720
ACCS -0.1282885
KCNH6 -0.1283757
ZNF385B -0.1283997
RHOXF1 -0.1284513
TMEM187 -0.1285010
PPP1R3E -0.1285112
TMF1 -0.1285137
SMN1 -0.1285561
CCDC19 -0.1285572
NBPF9 -0.1285795
ZNF839 -0.1286526
KIAA0430 -0.1286558
FAM221A -0.1286673
MORN1 -0.1286713
SH3D19 -0.1286984
GALNT5 -0.1287021
DUT -0.1287214
THTPA -0.1287439
FBXO21 -0.1287863
NEK1 -0.1289364
N4BP2 -0.1289555
NARFL -0.1289658
USP14 -0.1289891
NPTX1 -0.1290017
SEPW1 -0.1290053
TMEM120B -0.1290189
COG2 -0.1290470
ZNF234 -0.1290500
TAS2R14 -0.1290609
ANKEF1 -0.1291112
PRR22 -0.1291487
MBD5 -0.1291995
GFER -0.1292311
ANKMY1 -0.1292339
PABPC5 -0.1292523
ECE1 -0.1293180
NPAP1 -0.1293308
NEK11 -0.1293509
FAM189A2 -0.1294118
ZC2HC1C -0.1294495
SPATA6L -0.1294520
PODN -0.1294609
PLN -0.1294618
RTEL1 -0.1295331
PDGFRL -0.1295683
VPS25 -0.1296027
RNLS -0.1296422
SNCA -0.1296894
TEK -0.1297202
MXRA8 -0.1297331
BACE1 -0.1297460
ZNF692 -0.1298950
KIAA1468 -0.1299066
ADCK5 -0.1299702
ZFAND1 -0.1299858
MAP6D1 -0.1301160
PPP4R4 -0.1301199
BCL2L2 -0.1301227
KLB -0.1301712
PTK6 -0.1301771
ZNF844 -0.1302328
DEAF1 -0.1302556
PKDCC -0.1303115
NCDN -0.1303748
KATNBL1 -0.1305048
BLVRA -0.1305509
DHRS1 -0.1305847
SBP1 -0.1306049
MAP3K10 -0.1306822
SYCE1 -0.1307461
HEATR5B -0.1307660
PLK5 -0.1307687
HOXC9 -0.1308145
TMEM115 -0.1308295
MDM2 -0.1308501
SPARC -0.1308832
HTR2B -0.1309213
SPON2 -0.1309311
JAM2 -0.1310100
PPP2R5A -0.1310131
UVRAG -0.1310144
RAMP2 -0.1310432
UTP14C -0.1310492
TRAF7 -0.1310627
NAV1 -0.1310803
ARFIP1 -0.1311597
P4HA3 -0.1311748
ADD1 -0.1311829
CSNK1A1 -0.1312169
FAM193A -0.1312587
AMDHD2 -0.1312786
CRADD -0.1313055
MAP4K3 -0.1313089
HGSNAT -0.1313095
IDNK -0.1313165
KMT2D -0.1313321
PPP1R37 -0.1313526
ADAMTS8 -0.1313723
SFRP4 -0.1313978
ULK4 -0.1314267
RLN1 -0.1314436
DDR1 -0.1315456
UBR1 -0.1315800
NSA2 -0.1315833
KIAA0087 -0.1316080
ARHGAP35 -0.1316915
TOB1 -0.1316980
ACOX3 -0.1317315
PRLR -0.1317392
TMEM230 -0.1318241
TAF9B -0.1318342
PKD2 -0.1319055
PARD6A -0.1319478
HSF4 -0.1319676
LSM1 -0.1319736
COX4I2 -0.1320352
DNAJC24 -0.1321177
CHRNA9 -0.1322056
TWF1 -0.1322506
ADAM32 -0.1322618
RNF111 -0.1323832
ABCG1 -0.1323920
ITGBL1 -0.1323934
SPRYD4 -0.1324468
PF4 -0.1324550
TRAPPC2 -0.1325047
RMND5B -0.1325108
EIF3H -0.1325198
CLN8 -0.1325391
OVOL2 -0.1325655
SCAND1 -0.1326206
LETMD1 -0.1326358
CATSPER3 -0.1326371
VPS13B -0.1327693
PIGF -0.1327823
PCDH19 -0.1327848
RWDD4 -0.1328607
IZUMO4 -0.1329094
EDA2R -0.1329309
BRAT1 -0.1329436
DNAJC16 -0.1329604
EPS8L1 -0.1329876
ZNF281 -0.1330177
KIAA1328 -0.1330300
ABHD12B -0.1330749
UQCRQ -0.1330933
SEPT10 -0.1331071
KIAA0556 -0.1331507
TTC28 -0.1331641
TANC2 -0.1331793
ZNF587B -0.1332065
NKX3-1 -0.1332938
NEURL2 -0.1334611
SMCR8 -0.1334651
HIST1H2AM -0.1335199
TUSC2 -0.1335873
IL24 -0.1336192
TEX264 -0.1336296
TRPM7 -0.1337220
CYB5D1 -0.1337306
ANGEL2 -0.1337331
PPFIBP1 -0.1338805
TMEM246 -0.1338830
MS4A15 -0.1339386
TEX14 -0.1339803
MSX2 -0.1340104
C11orf88 -0.1340116
ADAMTS19 -0.1340745
STON1 -0.1341353
DHX29 -0.1341599
PLAC1 -0.1342311
EPHA3 -0.1342442
TCTN2 -0.1342473
STK32C -0.1342628
HOGA1 -0.1343564
ABHD14A -0.1343627
TMEM9 -0.1343889
HOXC10 -0.1344297
C9orf50 -0.1344431
SPATA5L1 -0.1344489
USP8 -0.1344999
C16orf58 -0.1345478
EPN2 -0.1345953
SERPINI1 -0.1346009
LRP4 -0.1346584
ZNF208 -0.1346652
IQCA1 -0.1346710
VIPR2 -0.1346736
TERF1 -0.1346902
IKBKB -0.1347259
WBSCR28 -0.1347432
FAM104A -0.1347555
RAMP3 -0.1347738
FAM216B -0.1348121
ZNF37A -0.1348419
SPTBN4 -0.1348925
GDI1 -0.1349278
TIMM10B -0.1349824
CYTH3 -0.1350292
RUFY2 -0.1350521
CRTAP -0.1351575
CXorf23 -0.1351884
ZNF174 -0.1352078
OSGEPL1 -0.1352778
KATNAL1 -0.1352915
MSH3 -0.1353168
ASPA -0.1353642
FGF10 -0.1353830
ARV1 -0.1354521
C20orf85 -0.1354653
GLUL -0.1354944
C1QTNF7 -0.1354969
RHOC -0.1356393
CRYZL1 -0.1357104
TESC -0.1357229
SENP6 -0.1357388
NPY5R -0.1357425
GSTM4 -0.1357726
LETM2 -0.1358030
GJC2 -0.1358075
PNPLA7 -0.1358688
ATG14 -0.1358821
SLC52A3 -0.1359195
SPSB3 -0.1359621
NDNF -0.1360096
ATG2B -0.1360539
KLF17 -0.1360634
HDDC3 -0.1360671
MUM1 -0.1361555
ZNF862 -0.1362079
RASA1 -0.1362197
MOAP1 -0.1362212
ANKRD13D -0.1362449
PFKFB1 -0.1362517
CPA6 -0.1362889
F12 -0.1363242
MATR3 -0.1363553
ANO5 -0.1363925
PDE11A -0.1363977
RAB11A -0.1364417
BMI1 -0.1364720
MAGIX -0.1365323
SLC12A2 -0.1365652
CRIP2 -0.1366128
DIXDC1 -0.1367115
XAGE1B -0.1367545
ZNF716 -0.1368082
PGAP2 -0.1368184
FAM200B -0.1368603
CHST1 -0.1368832
ZNF311 -0.1368834
CCDC136 -0.1368951
R3HDM2 -0.1369489
NUDCD3 -0.1369499
LINGO1 -0.1369719
PNPO -0.1369721
TTC30B -0.1370231
PRELID2 -0.1370642
C16orf62 -0.1370660
CYP2R1 -0.1371032
ZNF549 -0.1371147
NDUFAF3 -0.1371295
ECM2 -0.1371577
FADD -0.1371844
NME7 -0.1372274
ERMARD -0.1373046
IL1RAPL1 -0.1373350
NUAK1 -0.1373412
DDX46 -0.1373852
ZKSCAN1 -0.1374720
MED21 -0.1374843
NBPF11 -0.1375219
C7orf63 -0.1375859
LAMTOR3 -0.1376273
CALCA -0.1376808
NRIP3 -0.1376897
CAPRIN1 -0.1377021
MRPS34 -0.1377303
PALLD -0.1378058
GOLGA6C -0.1378167
N4BP3 -0.1378550
C2orf27A -0.1378603
ZBTB48 -0.1378645
SHISA6 -0.1378722
KBTBD6 -0.1379355
WDR63 -0.1379424
FAM175A -0.1379712
DCAF17 -0.1380069
TBX15 -0.1380586
HIP1 -0.1380797
ADCY5 -0.1381418
TRAPPC2P1 -0.1382343
CUL3 -0.1382457
HOXD3 -0.1383079
INHBB -0.1383152
MAPK3 -0.1383487
IGHMBP2 -0.1384103
HNRNPDL -0.1384764
COL8A1 -0.1385192
STXBP2 -0.1385398
SH3PXD2A -0.1385658
ZNF584 -0.1386005
SHPK -0.1386399
DACH2 -0.1386470
SLC30A9 -0.1386744
GDF10 -0.1387006
SGCA -0.1387243
ZDBF2 -0.1387282
RNF141 -0.1388268
MSX1 -0.1388616
LRRC57 -0.1389086
RSL1D1 -0.1389575
KIF3B -0.1389854
TMA7 -0.1390933
WBP1 -0.1392153
SPINK13 -0.1393480
RALGPS2 -0.1393743
CHD6 -0.1393915
BRD8 -0.1394289
PACS2 -0.1394309
LEO1 -0.1394729
CYB5A -0.1394801
GAB2 -0.1395045
PACRGL -0.1395275
MBOAT1 -0.1395348
PPAP2A -0.1396782
SOX3 -0.1397816
KIAA0319L -0.1398210
POC1B -0.1398682
SLX4IP -0.1398822
GTF2IRD2B -0.1398877
TFAP2A -0.1398926
SERF2 -0.1399027
RPRD1B -0.1399153
NIPA1 -0.1400021
NPEPPS -0.1400070
PRPF39 -0.1400700
SRP14 -0.1400726
IP6K2 -0.1400790
KISS1R -0.1401131
SMR3B -0.1401166
KAZALD1 -0.1401241
SH2B1 -0.1401421
TRMT1L -0.1401938
CCDC34 -0.1403509
HMCN1 -0.1404515
C5orf15 -0.1404668
GOLGA6L4 -0.1405124
IRS2 -0.1405816
FAM98C -0.1405922
C20orf195 -0.1406927
BAIAP2 -0.1406988
ZNF175 -0.1407654
TAF9 -0.1408795
ANKRD30B -0.1408918
ZNF689 -0.1408942
ZNF799 -0.1409766
SIGLEC15 -0.1411493
ZDHHC2 -0.1411621
RGS7 -0.1413058
FAM156A -0.1413217
TRIM33 -0.1413277
FAM124B -0.1414678
UBE3B -0.1414840
EEA1 -0.1415092
CPT1B -0.1417027
CTR9 -0.1417104
STARD13 -0.1417181
OTUD7A -0.1417585
LRRC70 -0.1418066
CANT1 -0.1418223
ST3GAL1 -0.1418597
TSG101 -0.1419052
POLD4 -0.1419060
CD151 -0.1419076
ZNF572 -0.1419181
RP1 -0.1420245
EFHC1 -0.1420590
NANOS3 -0.1421218
PER3 -0.1421516
SLC10A1 -0.1422065
ITGA10 -0.1422196
NEIL2 -0.1422208
PCDHA11 -0.1422468
NFS1 -0.1422543
HBB -0.1422693
KIAA0141 -0.1423013
LRRIQ1 -0.1423777
PAMR1 -0.1424042
CAPN9 -0.1424228
HOXB5 -0.1424999
MPV17L -0.1425073
KIAA1683 -0.1426517
ERO1LB -0.1426781
XPA -0.1427319
RAB30 -0.1427328
CAP2 -0.1427470
KIF13B -0.1428184
CAMSAP2 -0.1428250
NPIPA1 -0.1429012
SPIDR -0.1429390
MTMR7 -0.1429465
OSBPL6 -0.1429612
ZNF675 -0.1429649
CLEC18B -0.1431082
ZNF442 -0.1431812
NPTN -0.1431954
FAM102B -0.1433952
TJP3 -0.1434121
ARHGAP32 -0.1434641
ZSWIM6 -0.1434644
TMEM80 -0.1434773
ADIPOQ -0.1434860
MRPS36 -0.1435209
ZNF329 -0.1436065
FBXO41 -0.1436551
NAP1L1 -0.1437031
KIAA1522 -0.1437051
CHST9 -0.1437375
PIK3R1 -0.1437440
GSTM2 -0.1437463
SGCG -0.1437645
SEMA5A -0.1437827
HOXC8 -0.1437987
GSDMD -0.1438192
SFI1 -0.1438411
RPL22 -0.1438456
CHRNG -0.1438572
COX20 -0.1439254
ZSCAN29 -0.1439623
CLUL1 -0.1439987
FAM149B1 -0.1440156
SLX4 -0.1440238
SLC24A1 -0.1441510
FGGY -0.1441511
MPPED1 -0.1441635
AFF4 -0.1441699
STON2 -0.1441942
TNN -0.1442200
GLYR1 -0.1442721
UNC119B -0.1442917
HIST1H2AD -0.1443125
CCBL1 -0.1445615
SORCS2 -0.1445755
ANO9 -0.1445943
GPHN -0.1446015
PNMA1 -0.1447077
SCRIB -0.1447114
FBXO38 -0.1447461
FAM204A -0.1447505
GPAM -0.1447900
SCN3B -0.1449187
CACNB2 -0.1449986
ABCA9 -0.1450204
ZNF664 -0.1450262
NPRL2 -0.1450352
LRRIQ3 -0.1450719
KCNJ11 -0.1451151
ZFYVE27 -0.1451328
TMEM47 -0.1451439
GDF9 -0.1451450
VPS41 -0.1451839
FAT4 -0.1452114
FUNDC1 -0.1454537
TMEM205 -0.1454552
TIGD5 -0.1454807
PSCA -0.1455077
TSC2 -0.1455618
IFT80 -0.1455891
SPIN3 -0.1455913
DNAJC6 -0.1456241
CASKIN2 -0.1456403
DNAI1 -0.1457842
BRWD1 -0.1458292
BCDIN3D -0.1458855
AFMID -0.1459704
CYP4V2 -0.1460128
COL10A1 -0.1461759
CDK17 -0.1462267
LPCAT3 -0.1462461
IQCH -0.1463190
DAPL1 -0.1463249
ZFHX3 -0.1463776
MDM1 -0.1464074
ZNF34 -0.1464327
MAP3K1 -0.1465138
ANKRD20A2 -0.1465925
ZNF595 -0.1466390
SRRM2 -0.1467271
ZNF30 -0.1467352
TRIM7 -0.1467806
PAM16 -0.1467831
XYLT1 -0.1467886
MRPS27 -0.1467949
ANGPTL7 -0.1468651
VIPR1 -0.1468674
TMEM125 -0.1468737
PCNXL4 -0.1468802
ARRB1 -0.1469883
XBP1 -0.1469894
C12orf73 -0.1469964
MXD1 -0.1470443
IMMP2L -0.1470849
ABI2 -0.1471592
COX7C -0.1472028
HNRNPH2 -0.1472904
PIEZO2 -0.1473023
RHOJ -0.1473063
LUC7L -0.1473097
RALGAPA1 -0.1473690
ANKMY2 -0.1474012
MLST8 -0.1474570
FAM135B -0.1474689
APPL1 -0.1474722
FAM114A2 -0.1474961
REEP1 -0.1474962
SOX17 -0.1475460
SH3BGRL -0.1476580
SERINC3 -0.1476605
RIC8B -0.1477107
HS3ST5 -0.1477432
LMX1B -0.1477506
TP53BP1 -0.1477735
SPA17 -0.1477773
RPS23 -0.1478152
TMEM184A -0.1478237
C10orf107 -0.1478524
BMPR2 -0.1478564
SPHAR -0.1478644
ZNF573 -0.1480191
STX16 -0.1481402
CDKL2 -0.1481551
EFCAB1 -0.1481827
SIAE -0.1481918
PDE7B -0.1482085
DEXI -0.1482526
SHARPIN -0.1482638
CLIP3 -0.1482660
BMP4 -0.1483009
PTOV1 -0.1483009
LDLRAD3 -0.1483233
TYW5 -0.1483462
CISH -0.1486228
TMEM260 -0.1486305
PFDN5 -0.1486310
LRRN3 -0.1486478
PAN2 -0.1486608
CLEC3B -0.1488622
SMIM14 -0.1488689
ARID2 -0.1488980
SH3GLB2 -0.1489867
TMTC3 -0.1489917
KLHL3 -0.1490406
NAT6 -0.1490625
FAM171B -0.1490905
MAGEL2 -0.1491116
APPBP2 -0.1491159
ACOT2 -0.1491634
CCDC159 -0.1492117
TMEM136 -0.1493028
TCTA -0.1493056
SLC25A41 -0.1493541
FAM83H -0.1493717
COX19 -0.1494116
PHYHIP -0.1494474
SMYD3 -0.1494817
AGGF1 -0.1495798
HYI -0.1495874
CELF6 -0.1496058
LRRC8E -0.1496677
DDAH2 -0.1496951
PCDHB16 -0.1497103
THNSL2 -0.1497131
LYRM7 -0.1497188
DTD2 -0.1497240
SLC27A5 -0.1497504
PPFIA4 -0.1497830
TNRC6C -0.1498314
KLHL12 -0.1498878
ZC2HC1A -0.1499759
NUDT13 -0.1500257
HSD17B8 -0.1501936
DPH6 -0.1502658
PEX2 -0.1502700
ADHFE1 -0.1503914
NOL3 -0.1503951
ATP5I -0.1504390
H1F0 -0.1504691
EMP2 -0.1504950
KRT8 -0.1505114
EDNRA -0.1505199
TSNAX -0.1505224
MPDZ -0.1506480
ZNF365 -0.1508132
PAGR1 -0.1509031
IGSF22 -0.1509090
PAH -0.1509965
PRPH2 -0.1511373
MMP23B -0.1513226
GPR135 -0.1513529
PRPF40B -0.1514040
KANSL1 -0.1514208
SUSD4 -0.1514365
LYRM9 -0.1515979
CAPN13 -0.1516165
ARTN -0.1516594
MYEOV2 -0.1517181
AHRR -0.1517416
SH3BGR -0.1517454
RHBDD2 -0.1517630
NPIPB5 -0.1517756
BAG3 -0.1518020
MEGF8 -0.1518176
COX7A1 -0.1518889
SH3RF1 -0.1519802
MDH1B -0.1519924
PRICKLE2 -0.1520224
NXPH3 -0.1520232
ZNF428 -0.1521064
PKIG -0.1521130
ALKBH7 -0.1521194
POC5 -0.1521282
NAPB -0.1521388
TMEM8B -0.1521526
RAD17 -0.1521564
SEMA4F -0.1521564
HCN3 -0.1521646
MED25 -0.1521877
GLUD1 -0.1521972
ZNF7 -0.1522555
FNDC5 -0.1522924
CASP16 -0.1523201
ZNF823 -0.1523396
ZNF606 -0.1523459
CRMP1 -0.1523538
LRRC23 -0.1523828
PEX19 -0.1524007
EFCAB7 -0.1524457
STUB1 -0.1525674
PKP4 -0.1525986
ZNF280D -0.1526889
RIIAD1 -0.1527465
ZNF439 -0.1528033
ALG8 -0.1529485
SHANK2 -0.1529847
LRRC39 -0.1529917
COA3 -0.1530512
UBR3 -0.1530597
FAM195A -0.1532016
TAC1 -0.1532201
FNIP1 -0.1532953
WDR90 -0.1533182
CACNG6 -0.1534409
INMT -0.1534920
KCND3 -0.1535748
TBC1D12 -0.1535783
PAXIP1 -0.1536165
EME2 -0.1536438
SMIM11 -0.1536642
THUMPD1 -0.1536753
PHC3 -0.1537704
ALDH3A2 -0.1537820
FPGT -0.1539099
ZNF417 -0.1539467
ZDHHC17 -0.1540462
RRM2B -0.1540697
MRAP -0.1540841
CCDC40 -0.1540997
ATP6V1G2 -0.1541425
TMTC2 -0.1541594
TSTD1 -0.1541645
TMEM200B -0.1541808
POLR3E -0.1542024
ZNF721 -0.1542756
EIF3C -0.1542869
METTL20 -0.1543212
ZNF350 -0.1543222
PCBD2 -0.1543733
BRINP2 -0.1544048
MNAT1 -0.1544640
NUDT4 -0.1544762
BTNL9 -0.1545018
PER2 -0.1545765
ZEB1 -0.1548013
CSPP1 -0.1548245
PPAPDC1B -0.1548326
PPP2R2C -0.1549504
KIAA1107 -0.1549909
AK8 -0.1550640
KCNMB4 -0.1550984
ZNF334 -0.1551022
MUSTN1 -0.1551045
ZNF226 -0.1551200
RUNDC3B -0.1551568
RBM47 -0.1551851
BBS2 -0.1552035
RUNX1 -0.1552394
IRX5 -0.1552461
SYNJ2 -0.1552626
FAM172A -0.1553071
TIGD6 -0.1553531
STXBP1 -0.1553783
MTMR9 -0.1553899
PELI3 -0.1553926
FAM86A -0.1554926
ME3 -0.1555096
ZHX3 -0.1556317
KLHDC2 -0.1556626
ZNF540 -0.1556915
CARF -0.1557101
AKR7A2 -0.1557244
TM7SF2 -0.1558386
CHURC1 -0.1559348
RPGR -0.1559623
PIGQ -0.1560081
CTTN -0.1560268
CLDN12 -0.1560343
CEP68 -0.1560757
TLE2 -0.1560957
MESP1 -0.1561154
TRAPPC6A -0.1561327
C2orf73 -0.1562353
STEAP2 -0.1563153
ZNF706 -0.1563372
WDR96 -0.1563595
BLOC1S4 -0.1565400
ZRANB1 -0.1565479
SERF1B -0.1566912
PIGV -0.1567102
CCNL2 -0.1567680
ENDOV -0.1568667
FAR1 -0.1569363
SLMAP -0.1570668
GNG11 -0.1570988
PHACTR3 -0.1571040
HDHD2 -0.1571091
CCDC8 -0.1571963
KAT6B -0.1571972
SCN7A -0.1572410
NBR1 -0.1572940
CASD1 -0.1573344
GATA5 -0.1573418
GHDC -0.1573701
ITPR2 -0.1574310
CCDC173 -0.1574447
ZNF236 -0.1575086
NDUFA2 -0.1575248
TSHZ1 -0.1575527
CLHC1 -0.1576198
PALM3 -0.1577173
IQCE -0.1577643
SPRYD3 -0.1578300
KIAA0040 -0.1578685
ZNF528 -0.1579136
OMD -0.1579167
LARGE -0.1579785
BAI1 -0.1581447
ITGB3 -0.1581777
PCYOX1 -0.1582029
FAM69B -0.1582035
MOCS2 -0.1582225
TBCA -0.1582278
FRY -0.1584048
MYEF2 -0.1584273
GLI4 -0.1584950
NUMA1 -0.1585471
TMEM141 -0.1585735
MYBPH -0.1586327
RHOBTB2 -0.1587866
PKN3 -0.1587893
EMX1 -0.1588247
SDR39U1 -0.1588731
PDE6B -0.1591085
SNX21 -0.1591254
GP1BB -0.1591631
PIANP -0.1591977
ZNF563 -0.1592527
HLCS -0.1593046
GATM -0.1593341
IL20RA -0.1593537
PPFIA1 -0.1593621
CDO1 -0.1594110
GTF2I -0.1594535
NPIPB9 -0.1595247
DSEL -0.1596115
SOX12 -0.1596660
ACOT1 -0.1596884
DIS3L -0.1597112
LEF1 -0.1597656
MRPS35 -0.1597961
SYT7 -0.1598834
ST6GALNAC2 -0.1599571
IDUA -0.1600156
SHISA2 -0.1600206
PRSS50 -0.1600437
SHF -0.1601003
SFRP2 -0.1602254
TMEM41B -0.1602269
C11orf58 -0.1602721
DNAJC17 -0.1604395
GAS8 -0.1605996
C16orf13 -0.1606610
COMMD10 -0.1606847
TMEM132C -0.1606941
CBR4 -0.1607284
STXBP3 -0.1608295
DNAJA4 -0.1608441
OTUD7B -0.1608749
HSPB7 -0.1608988
CAB39L -0.1609597
ZNF44 -0.1609639
ANKRD29 -0.1610100
GNPDA2 -0.1611998
YEATS4 -0.1613191
ITFG3 -0.1613572
RAB22A -0.1614970
EPHA10 -0.1615551
OVGP1 -0.1615589
RNF103 -0.1617133
KBTBD3 -0.1617830
GREM2 -0.1618137
DNASE1L2 -0.1618182
PAAF1 -0.1618945
ADCY6 -0.1621023
TMEM67 -0.1621184
CCDC25 -0.1621455
PLEKHN1 -0.1621667
EEF2K -0.1621686
RALGPS1 -0.1622019
LIFR -0.1622236
PPP1R36 -0.1623200
FAM84B -0.1623307
POLR2L -0.1624262
CNOT8 -0.1624358
EDIL3 -0.1624618
FZD6 -0.1624648
AATK -0.1625356
C12orf10 -0.1626048
FLYWCH2 -0.1626094
PLEKHA5 -0.1626304
APPL2 -0.1627322
WASL -0.1628186
TRAPPC13 -0.1628507
DSCAML1 -0.1630178
CKMT2 -0.1631204
PIGH -0.1633442
TIMP3 -0.1633503
WFS1 -0.1633750
ZNF12 -0.1638774
ARHGEF10 -0.1639167
MIB1 -0.1639362
COASY -0.1639994
ABCA5 -0.1640029
KIAA1279 -0.1640072
CC2D2A -0.1640170
KANK2 -0.1640183
LYRM1 -0.1640755
GPATCH2 -0.1641203
ALDH6A1 -0.1641360
ABLIM2 -0.1643036
MBLAC2 -0.1643079
C12orf76 -0.1644006
PIGB -0.1644751
HAGHL -0.1645302
CAV1 -0.1645466
CCNB3 -0.1645870
EVA1B -0.1646729
USP47 -0.1646768
MGMT -0.1647545
KLHL41 -0.1647886
CIB3 -0.1648258
C14orf79 -0.1650026
NTF4 -0.1650356
CNNM3 -0.1650521
SCIN -0.1650743
CHID1 -0.1650812
MPP3 -0.1651272
GPR143 -0.1651798
CCDC126 -0.1652252
ZBTB41 -0.1653221
C11orf96 -0.1655004
SDPR -0.1655527
IFT81 -0.1655963
ARHGAP39 -0.1656580
PNMAL1 -0.1657145
PCF11 -0.1657280
C12orf66 -0.1659245
HIST3H2A -0.1660088
KRT1 -0.1660933
RHOT2 -0.1661250
CYP2A13 -0.1663217
ZNF251 -0.1663300
ALDH7A1 -0.1664961
F2RL1 -0.1665568
LRRC14 -0.1665840
PEBP4 -0.1666021
CCDC148 -0.1666625
HIGD1A -0.1666841
SUOX -0.1666997
SPATA7 -0.1667204
NTHL1 -0.1668335
CBFA2T3 -0.1668411
HSPA12B -0.1668692
SPTSSB -0.1669062
RPRD1A -0.1670056
RFX7 -0.1670588
PDCD6IP -0.1670995
FITM2 -0.1671109
PTGES -0.1671735
ACADS -0.1671924
CYB5D2 -0.1672806
MAGI1 -0.1673115
ADRA1B -0.1673318
NALCN -0.1673872
MEIS3 -0.1677313
NTN4 -0.1677608
MYOM2 -0.1677704
TGFB3 -0.1677728
MYZAP -0.1678552
NAP1L5 -0.1678616
SETBP1 -0.1678710
TTC37 -0.1679017
NDUFB10 -0.1679925
SFTPD -0.1680427
NT5C -0.1680680
PTPRB -0.1681128
LMTK3 -0.1681960
BLVRB -0.1682243
C1orf53 -0.1682301
CSNK1G3 -0.1682499
KAT2A -0.1682600
RNF43 -0.1683500
RBP4 -0.1683795
GSC -0.1684055
STAT6 -0.1684093
FKBP4 -0.1684574
COG1 -0.1684586
TMEM87A -0.1684594
LRRC32 -0.1684790
PREPL -0.1685159
BAZ2B -0.1685777
CDK20 -0.1687131
L3MBTL1 -0.1688161
MTA3 -0.1688217
PPIP5K1 -0.1688561
PYGL -0.1689594
TRNP1 -0.1691348
ARMCX4 -0.1691353
SLC35E2 -0.1691808
JAKMIP3 -0.1692043
AHCYL2 -0.1693222
INTU -0.1695368
STEAP4 -0.1695429
SPATA6 -0.1695677
BAG4 -0.1698228
NHLRC4 -0.1698275
GPM6A -0.1699679
SLC35A3 -0.1700233
CTDSPL -0.1700833
USP7 -0.1700919
PPP1R1C -0.1700978
BCAR3 -0.1701010
CIDEA -0.1702995
EIF3J -0.1703522
PCSK1 -0.1703615
DST -0.1703700
GALNT15 -0.1705777
RASSF7 -0.1705847
HECTD2 -0.1706166
GRTP1 -0.1706843
LCN12 -0.1707127
RTF1 -0.1707158
ZNF740 -0.1707495
REM2 -0.1708484
PJA2 -0.1710661
SUMF1 -0.1710819
ZNF404 -0.1711096
LRRC2 -0.1711151
C16orf72 -0.1713053
PLCXD3 -0.1713835
ZNF444 -0.1714454
ZNF25 -0.1715068
TMEM129 -0.1715260
SPAG6 -0.1715684
TYSND1 -0.1717011
RHOD -0.1717780
ADIPOR2 -0.1718213
SPEN -0.1718252
ICA1 -0.1718710
SSPN -0.1719495
CNTD1 -0.1720239
PEX12 -0.1720498
PLA2G16 -0.1720549
DYRK3 -0.1721647
CORO6 -0.1721909
LEP -0.1722842
FGF18 -0.1724990
GPR124 -0.1725277
IL13RA2 -0.1726638
HSD11B2 -0.1726639
LRRC36 -0.1727060
BBS10 -0.1727594
FCGRT -0.1727707
TMEM99 -0.1728098
CHMP2A -0.1728810
FKBP1B -0.1730326
NFATC4 -0.1730400
DYNLT3 -0.1730921
SMIM19 -0.1731371
NAP1L3 -0.1732127
PYROXD2 -0.1732440
PIGX -0.1733181
HYPK -0.1733249
NCAM2 -0.1733835
LYRM5 -0.1734339
TMEM64 -0.1734485
PRR4 -0.1734761
DZANK1 -0.1734990
TOMM7 -0.1735123
COL14A1 -0.1735244
GKAP1 -0.1735815
ZNF776 -0.1737619
MSRB3 -0.1737956
SULT1A4 -0.1739465
ACVR2B -0.1739671
E4F1 -0.1739872
PPDPF -0.1740344
SYNE4 -0.1741744
RAB3A -0.1742364
AKAP9 -0.1742380
DALRD3 -0.1743694
RFX2 -0.1743799
TSNAXIP1 -0.1743960
GRK4 -0.1745189
ST6GAL2 -0.1745809
AP3M2 -0.1746885
TTBK2 -0.1747068
C9orf117 -0.1747528
S100G -0.1747961
BTRC -0.1748280
MAN2A2 -0.1750000
CSMD3 -0.1750976
PLEKHB1 -0.1753585
GET4 -0.1754478
WHSC1L1 -0.1755747
C19orf80 -0.1755914
SNX1 -0.1756262
MXD4 -0.1757674
ENPP4 -0.1757994
ZMAT2 -0.1758312
PYCRL -0.1758315
CITED4 -0.1758353
KIAA1109 -0.1758481
CDKN1B -0.1758526
ARMC9 -0.1759790
ZFP14 -0.1760296
NAV3 -0.1760557
ALG10B -0.1761077
PRKAA2 -0.1762048
ZBTB47 -0.1763069
CDAN1 -0.1763144
ATRIP -0.1764267
NMNAT2 -0.1765632
UBXN10 -0.1765750
GDE1 -0.1767356
RAB38 -0.1767597
EIF4B -0.1767623
PDE2A -0.1768363
FUT8 -0.1768389
ZNF441 -0.1768405
PEX11A -0.1769052
ATP8B3 -0.1769337
NCOR2 -0.1769637
ZNF135 -0.1770349
PCYOX1L -0.1770715
UTP15 -0.1770826
GCOM1 -0.1771436
MEIS2 -0.1774751
FABP4 -0.1775591
LRTM2 -0.1776226
ARHGAP6 -0.1778034
ZNF304 -0.1778216
MAGI3 -0.1778580
TELO2 -0.1779150
FAM13B -0.1781775
ZFP41 -0.1781849
PPP1R3F -0.1782217
PDDC1 -0.1782576
CLK4 -0.1783625
GOLT1A -0.1784420
CA14 -0.1785791
EARS2 -0.1786165
OSBPL7 -0.1786324
MFAP1 -0.1787751
SLC7A4 -0.1788987
RHBDF1 -0.1790839
CLEC3A -0.1790845
RIBC1 -0.1793407
ZMAT4 -0.1794622
NLRP12 -0.1795288
IGSF1 -0.1795684
CCDC91 -0.1796239
TRIQK -0.1798293
LHFP -0.1798300
PDGFRB -0.1799206
WDFY3 -0.1800529
PLEKHF2 -0.1800664
CYP21A2 -0.1800670
CLEC11A -0.1804388
AXIN2 -0.1805842
CNN1 -0.1806976
UBE2B -0.1810281
PDGFA -0.1811454
KIF9 -0.1812423
NSMCE1 -0.1815317
SLIT2 -0.1815320
WDR60 -0.1815953
MCCC2 -0.1816786
JAG1 -0.1819324
HTT -0.1819681
PPM1H -0.1820803
NPEPL1 -0.1820901
C16orf74 -0.1821144
MAPK8IP2 -0.1821544
ZNF688 -0.1822226
SCN2B -0.1823399
POMT2 -0.1824226
NACAD -0.1824248
TEKT4 -0.1824829
ZCCHC24 -0.1825969
AKAP12 -0.1825998
FAM63B -0.1827478
POLR3K -0.1828323
WDR54 -0.1828373
MRFAP1 -0.1828735
LY6H -0.1828944
SLC25A21-AS1 -0.1831425
TNNT3 -0.1832065
C2CD5 -0.1832449
TMEM101 -0.1835303
HSD17B1 -0.1835319
CROT -0.1840129
FMN1 -0.1840864
RUNDC3A -0.1841317
EML2 -0.1842056
WNT2B -0.1843116
CST5 -0.1844033
MAP3K12 -0.1845170
RCOR3 -0.1845466
NNAT -0.1845796
ZNF577 -0.1846896
ASB13 -0.1847763
LEAP2 -0.1847948
PLXNB1 -0.1848270
ZNF415 -0.1849804
EMCN -0.1850065
SLC4A7 -0.1850284
POLK -0.1851294
ITGA7 -0.1851597
CAPN8 -0.1852025
CYP4F11 -0.1852585
FOXD2 -0.1852781
TM2D1 -0.1853360
ITGA3 -0.1854031
PTK2 -0.1854461
ACSL3 -0.1855361
TMEM26 -0.1855813
DDAH1 -0.1856799
ANKAR -0.1856897
LMCD1 -0.1857566
PAX2 -0.1857912
TTC21A -0.1858427
MAGEB6 -0.1858536
FBXL2 -0.1858654
ENPP1 -0.1860190
ZFYVE19 -0.1861167
LIAS -0.1862110
GSTT1 -0.1863460
C11orf70 -0.1864006
DYNC2H1 -0.1864125
EHD2 -0.1864177
ARHGEF40 -0.1864425
MAPKBP1 -0.1864732
ZNF433 -0.1864821
SLC35E3 -0.1864889
ECM1 -0.1867398
ZNF620 -0.1869269
ZNF396 -0.1870344
WDR83 -0.1870413
CYBRD1 -0.1871135
RBM12 -0.1871775
KCNIP3 -0.1872018
TMBIM4 -0.1874873
SYT17 -0.1875695
NAGS -0.1876973
VCX -0.1876998
BRICD5 -0.1877316
TOM1L1 -0.1877426
MUC20 -0.1879743
C5orf45 -0.1881847
HGD -0.1882706
NUBPL -0.1883015
ZADH2 -0.1888864
LRP6 -0.1889207
SPAG17 -0.1890145
HMGCL -0.1891027
NTRK2 -0.1893189
CERS2 -0.1893266
HTR1F -0.1893802
TRMT10A -0.1894070
C12orf57 -0.1894735
NDUFC2 -0.1894910
TBX2 -0.1895507
TPRN -0.1895877
LRIG1 -0.1896196
DIO1 -0.1896648
PTPN13 -0.1897678
SPG11 -0.1898585
FAHD1 -0.1898813
ARL1 -0.1900642
AIG1 -0.1901106
BCAT2 -0.1902423
YPEL3 -0.1903505
DTX3 -0.1903808
ZMYND12 -0.1904944
LIPE -0.1905165
C19orf18 -0.1905532
GLCE -0.1905917
MEAF6 -0.1906862
MPC2 -0.1907044
SEPT12 -0.1907471
WDR78 -0.1909737
CCDC30 -0.1909917
DENND1B -0.1910233
NDUFAF1 -0.1911313
UBAP1L -0.1911351
IGFBP2 -0.1911977
PLA2G12A -0.1912468
SERGEF -0.1912979
YTHDC2 -0.1914251
APBB3 -0.1914745
FCER1A -0.1914845
ULK2 -0.1914862
HHEX -0.1914876
HOXC6 -0.1915339
MYOF -0.1916402
ERICH2 -0.1917743
METTL15 -0.1917926
CBLN4 -0.1918115
SLC26A10 -0.1918492
VEZF1 -0.1918686
TAPT1 -0.1919867
SIAH2 -0.1919885
GALNT4 -0.1921659
CHD1 -0.1922128
CRISPLD1 -0.1922409
MORN4 -0.1923931
SLC22A15 -0.1924097
SYNC -0.1925250
CRYZ -0.1929168
SNX13 -0.1931475
SMARCA1 -0.1931843
SYT4 -0.1932375
KAL1 -0.1933473
CETN3 -0.1935376
SLC22A4 -0.1935627
FGFR1 -0.1937800
SFXN2 -0.1937946
ATG4D -0.1938289
HSD17B4 -0.1938571
ROPN1L -0.1938579
MPP7 -0.1941977
C12orf29 -0.1943708
PBX1 -0.1944943
DMTN -0.1945824
CCDC125 -0.1946105
OXTR -0.1947667
ADAL -0.1947799
DCHS1 -0.1948967
ZNF629 -0.1949343
TMEM161B -0.1949368
GLRA3 -0.1949847
ZFP2 -0.1951544
RAB40C -0.1952391
CST3 -0.1953332
DMXL1 -0.1953624
FAM229B -0.1953887
BEST4 -0.1953974
IL17RB -0.1955007
PIP5KL1 -0.1956438
SPATA17 -0.1957517
ZNF853 -0.1960108
TIMM13 -0.1964142
CDHR3 -0.1964893
SPEF2 -0.1966342
DPY19L4 -0.1966694
FAM73A -0.1967525
UVSSA -0.1967657
DLG5 -0.1969101
PABPC1L -0.1970236
GARNL3 -0.1971371
GPR98 -0.1972305
MFSD7 -0.1973650
GSTM5 -0.1974282
GLDN -0.1978480
EPS8L2 -0.1979730
SPEF1 -0.1980164
WDR24 -0.1980782
PHF21B -0.1980859
HIST1H2AB -0.1980887
DBT -0.1981161
ZCCHC10 -0.1981356
RND2 -0.1982144
ZNF446 -0.1982799
KCND2 -0.1983286
SPATA20 -0.1983654
HOXD8 -0.1983954
CACNG4 -0.1984962
C1orf27 -0.1985767
BDP1 -0.1986598
ZNF75A -0.1987094
NANOG -0.1987489
CCDC11 -0.1987768
ELOVL5 -0.1989124
C9orf24 -0.1990050
TNNC2 -0.1990515
TRAF3IP1 -0.1994201
TRAK2 -0.1996089
AP2B1 -0.1996106
TBC1D19 -0.1996512
AMDHD1 -0.1996581
RORC -0.1997503
TCEB2 -0.1997958
BHLHE40 -0.1997972
PPIP5K2 -0.2000804
SMAD3 -0.2000961
GRIN2C -0.2000987
KRR1 -0.2001560
PHLDA1 -0.2003019
PEX11G -0.2005341
RBP7 -0.2007121
POSTN -0.2008208
ARC -0.2010782
AP1AR -0.2012897
CYSTM1 -0.2013150
KCNC1 -0.2016907
RASA4 -0.2017163
GPRASP1 -0.2019756
FGD3 -0.2020405
GLIPR1L2 -0.2021129
MKX -0.2023438
NOV -0.2023998
MPP2 -0.2024565
CCDC153 -0.2025635
PRR15L -0.2026002
MAPK8IP3 -0.2028191
EPS15L1 -0.2034038
ZFHX4 -0.2034695
CCP110 -0.2035724
C15orf65 -0.2036379
SGCD -0.2038254
ATG16L2 -0.2039588
PLSCR4 -0.2039988
COMP -0.2041098
PDCD4 -0.2041679
SNCG -0.2043285
GPT -0.2044415
HTRA1 -0.2045399
EPHX4 -0.2046196
VCX3A -0.2046803
TMEM238 -0.2047341
PRKCE -0.2047508
SPATA4 -0.2048318
NME4 -0.2049038
CDS1 -0.2049886
MYO6 -0.2050144
GTF2IRD2 -0.2050609
LPIN3 -0.2052688
GIN1 -0.2053736
LRRN2 -0.2054466
POMGNT1 -0.2058205
ZNF83 -0.2058482
FBXL7 -0.2060686
PAQR5 -0.2061034
CHRD -0.2061226
SEMA3G -0.2061307
SYDE2 -0.2061966
GPR26 -0.2062756
LANCL1 -0.2063610
LAMA2 -0.2064922
PMAIP1 -0.2065126
FBXO36 -0.2065690
NR4A2 -0.2066410
A1BG -0.2068575
ZNF177 -0.2069633
KATNAL2 -0.2070926
ZNF425 -0.2071885
MYO15B -0.2072869
FOXS1 -0.2073075
RELL1 -0.2077550
TRPC1 -0.2077997
SLC4A8 -0.2079419
ZNF14 -0.2081261
GATA2 -0.2082079
ZNRF3 -0.2084769
NISCH -0.2085010
LAMA3 -0.2085496
DCTN4 -0.2087822
NQO1 -0.2089183
NPAS1 -0.2089392
MARVELD2 -0.2089396
SLTM -0.2092485
SORCS1 -0.2093238
FAM216A -0.2097171
C1orf21 -0.2097843
ZNF500 -0.2100335
ISOC1 -0.2100684
SOWAHA -0.2102659
ARMCX1 -0.2104022
ADORA1 -0.2104058
CERS6 -0.2105668
ASH2L -0.2106276
MICALL2 -0.2106683
RPH3AL -0.2107428
OCLN -0.2109500
INSR -0.2111902
SULF2 -0.2112602
SESTD1 -0.2112817
STMN3 -0.2113097
RIPPLY3 -0.2113201
HS6ST3 -0.2113399
TRIM66 -0.2117478
FXYD3 -0.2117548
IMPACT -0.2117673
PLIN1 -0.2118032
CHCHD5 -0.2118438
SPANXA1 -0.2120474
MTERFD3 -0.2121611
ABHD17C -0.2121674
SSFA2 -0.2122309
CCNO -0.2123576
HSPA12A -0.2125047
AQP11 -0.2125142
PURA -0.2125406
NTS -0.2125776
FAM102A -0.2126623
ZKSCAN2 -0.2126758
CAMLG -0.2127569
CPEB3 -0.2127589
HID1 -0.2127778
ISYNA1 -0.2127794
INADL -0.2132526
PLP1 -0.2133182
C11orf49 -0.2133851
HAGH -0.2134498
TMEM106B -0.2135404
ARFGEF1 -0.2135802
DAK -0.2137068
ZNF580 -0.2137306
GSTT2 -0.2139763
C9orf89 -0.2140232
VPS37D -0.2141454
RAD50 -0.2141575
EPB41L1 -0.2142585
IFT122 -0.2143450
BNIPL -0.2143797
BAG1 -0.2145402
FBXL5 -0.2145852
ZMAT1 -0.2147441
FGFR2 -0.2147467
CACNA1D -0.2148654
MAATS1 -0.2150130
IFT88 -0.2150761
BBS4 -0.2154590
MRFAP1L1 -0.2155062
DNAH5 -0.2155303
PTDSS2 -0.2157912
FAM81B -0.2158769
KLHDC1 -0.2158805
NRCAM -0.2161305
GPRASP2 -0.2161965
MNS1 -0.2163653
ENHO -0.2163789
GEM -0.2165226
TTC39A -0.2166039
C1orf168 -0.2168538
HOOK1 -0.2168819
SLC22A18 -0.2170363
MAGI2 -0.2170594
BMPER -0.2173980
CYP4F22 -0.2175505
CHST15 -0.2175722
MAP6 -0.2176348
KRTCAP3 -0.2179221
SREK1 -0.2179523
KRT222 -0.2181619
SAP18 -0.2181687
PRSS1 -0.2183096
FOXJ1 -0.2189629
ZNF516 -0.2194297
JMJD8 -0.2194793
CNNM4 -0.2195198
FAM57B -0.2195381
ANKRA2 -0.2196767
BRCA1 -0.2196840
STH -0.2198085
POLI -0.2200227
MZT2B -0.2201502
TMEM181 -0.2202311
PTGR2 -0.2203075
PLAC9 -0.2203703
LCA5 -0.2204237
ANKHD1-EIF4EBP3 -0.2205899
MICALCL -0.2208554
CREBBP -0.2209666
ZNF112 -0.2210857
C2orf81 -0.2211183
C5orf24 -0.2217358
UACA -0.2218146
GLS2 -0.2218944
CMBL -0.2220596
RERGL -0.2222838
HEPACAM2 -0.2223044
AHSA2 -0.2224099
TMEM9B -0.2224993
SATB2 -0.2227203
LCA5L -0.2227367
PIGT -0.2227784
ASIC1 -0.2228464
SULT1A1 -0.2229149
FHOD3 -0.2231853
SNX24 -0.2231963
MMP16 -0.2233679
CGB1 -0.2234373
SLC25A35 -0.2237847
SSBP2 -0.2241171
CIRBP -0.2242209
PTPLAD1 -0.2242285
ZNF814 -0.2242498
ZNF239 -0.2243912
FAN1 -0.2243959
CYHR1 -0.2245036
NAPRT1 -0.2245406
SAG -0.2248969
CATSPER2 -0.2252455
IL17D -0.2255304
ZNF214 -0.2259693
CHGA -0.2261126
GSTM1 -0.2261794
NDUFA7 -0.2262698
PRRG2 -0.2262849
FAAH2 -0.2266548
FAM183B -0.2269426
SLC16A6 -0.2269657
PTPRN2 -0.2271111
PCM1 -0.2271667
ARSG -0.2272828
AOC3 -0.2273902
CLUAP1 -0.2274189
EBF4 -0.2274192
GATAD1 -0.2275507
FZD8 -0.2277224
RUNDC1 -0.2277609
SHROOM3 -0.2279069
RHOB -0.2280368
PROSC -0.2282917
SCAMP1 -0.2283476
SLC51B -0.2285420
SERF1A -0.2286405
ARL3 -0.2287852
ARMCX2 -0.2289038
CD36 -0.2290864
TPPP -0.2291362
SNAPC2 -0.2291943
GPRC5C -0.2292842
SETD9 -0.2297742
CDKN2AIPNL -0.2298344
CCDC96 -0.2299439
CAPSL -0.2300408
SHROOM1 -0.2300656
SEC14L2 -0.2301707
GLOD5 -0.2304512
F7 -0.2307126
PHOSPHO2 -0.2309178
PI15 -0.2309729
KIF16B -0.2310531
DDHD2 -0.2312349
IQCK -0.2313549
DGAT1 -0.2314263
JMJD7 -0.2315154
NUDT16L1 -0.2316552
TMEM106C -0.2317908
ACKR3 -0.2318677
WBSCR27 -0.2320057
LRRC48 -0.2322373
HSPA1A -0.2323496
ALCAM -0.2324122
CHDH -0.2324323
LRBA -0.2324907
MGP -0.2328154
FAM173A -0.2328332
ANKS3 -0.2335467
SNAP25 -0.2335471
ARHGEF17 -0.2336305
CCDC176 -0.2336501
UGDH -0.2336521
SULT2B1 -0.2337335
ARHGAP36 -0.2338608
CITED1 -0.2339194
BCAS4 -0.2339473
ALB -0.2341657
PTP4A2 -0.2341972
EID1 -0.2342548
EGR3 -0.2342601
DNAH7 -0.2343316
WNT4 -0.2343445
C5 -0.2345492
NUCB2 -0.2345619
SYCP2 -0.2347024
RNASE4 -0.2350076
FAAH -0.2351453
EGFL8 -0.2353134
FAM179B -0.2353282
TMEM55A -0.2356101
N6AMT1 -0.2356612
DISP1 -0.2357616
VSTM2A -0.2357853
FSTL3 -0.2361027
DNMBP -0.2361888
KIAA1244 -0.2363163
AMPH -0.2363551
AHNAK -0.2364239
NFIA -0.2365976
CYB5R1 -0.2366895
NRAP -0.2367181
INPP4B -0.2367562
SRGAP1 -0.2368585
FAM83E -0.2369752
PLS1 -0.2372853
VPS28 -0.2374596
ACACB -0.2379320
KIAA1456 -0.2381889
GALNT6 -0.2383534
JMJD7-PLA2G4B -0.2385457
RBKS -0.2385530
SEZ6L -0.2386945
HOXC4 -0.2387865
FAM174B -0.2387870
KLHL42 -0.2389239
CRABP2 -0.2390258
CCDC85A -0.2390930
CCL14 -0.2391681
C2orf15 -0.2395530
B3GNT8 -0.2397670
CERS4 -0.2399156
SSH3 -0.2401087
LCMT2 -0.2402235
KRT19 -0.2402509
INPP5J -0.2402581
RIN1 -0.2402720
ZNF91 -0.2404093
PROM2 -0.2404759
SKP1 -0.2406216
DCAF16 -0.2410241
GPR160 -0.2413509
PPP6R1 -0.2416948
CLDN5 -0.2417741
C16orf89 -0.2420837
MKL2 -0.2421298
OLFM1 -0.2422568
SIRT3 -0.2422968
GDAP1 -0.2424626
KIAA1407 -0.2424969
ROGDI -0.2425132
KIAA1324L -0.2425166
SMIM1 -0.2428938
TMEM144 -0.2430416
CLU -0.2433184
STK36 -0.2434515
DISP2 -0.2435041
EFCC1 -0.2435556
DKFZP547L112 -0.2438294
ACSM1 -0.2439243
FUT1 -0.2440200
CDON -0.2440879
ZNF264 -0.2444982
PFKM -0.2446242
LRFN2 -0.2450965
NEBL -0.2452300
PLEKHH3 -0.2453204
NR0B1 -0.2455140
KLHL35 -0.2455271
ERBB3 -0.2455374
FBP1 -0.2456815
CPEB2 -0.2457187
ACOT4 -0.2458026
RADIL -0.2458146
LRRC46 -0.2461496
BZRAP1 -0.2464211
IGFBP4 -0.2468842
OCEL1 -0.2468879
CDKL3 -0.2469761
SIGIRR -0.2470119
FRS2 -0.2473295
SDC4 -0.2473735
GLI1 -0.2474718
HRASLS2 -0.2474907
ZNF219 -0.2475652
CASC4 -0.2476968
STOX1 -0.2477551
MAP9 -0.2480277
AKR7A3 -0.2480895
ROM1 -0.2493001
PREX1 -0.2496343
PRRT3 -0.2499672
TRAF5 -0.2501538
RBBP8 -0.2501560
WDR19 -0.2504003
KIFC2 -0.2506738
GXYLT2 -0.2507146
TCEAL6 -0.2508564
TRIM36 -0.2508966
MCCD1 -0.2509394
TPSD1 -0.2512780
HDAC11 -0.2513427
NPHP1 -0.2514578
ZSCAN18 -0.2521437
HCAR1 -0.2525311
KCTD3 -0.2527434
OSR2 -0.2527594
MDP1 -0.2529167
SPTBN5 -0.2529935
SMOC2 -0.2531223
FANK1 -0.2532298
PTGER3 -0.2534859
ENO2 -0.2537826
COL2A1 -0.2539032
LAMP5 -0.2539914
ZNF92 -0.2544876
TENC1 -0.2551904
AMZ1 -0.2553027
AGBL2 -0.2553515
BTF3 -0.2555288
WFIKKN1 -0.2565184
KIAA1257 -0.2565380
SLC24A3 -0.2572287
HEYL -0.2574535
RTN4RL1 -0.2575056
S100A13 -0.2575632
TMEM128 -0.2576719
PDGFD -0.2578586
TXNDC16 -0.2580908
HEXIM1 -0.2581909
TCEA2 -0.2585226
MYCBPAP -0.2585442
LTC4S -0.2585964
DNAAF3 -0.2586082
ABCC5 -0.2586862
GRAMD1C -0.2587518
FAM214A -0.2587843
PCMTD2 -0.2587924
LUZP2 -0.2587997
FAM110C -0.2588157
DACT3 -0.2588303
FMO5 -0.2589245
CHPT1 -0.2589514
TMEM25 -0.2591025
SPARCL1 -0.2592528
GPC1 -0.2595604
KIAA1377 -0.2595918
MICU3 -0.2597314
GREB1L -0.2597717
EPS8 -0.2599910
MYOZ3 -0.2601400
HDGFRP3 -0.2602116
DDIT4L -0.2602710
C1QTNF3 -0.2604154
CCDC104 -0.2604357
C16orf93 -0.2606151
CHADL -0.2608340
EFCAB2 -0.2610007
ADRA2C -0.2610252
DECR2 -0.2610924
SYNPO2L -0.2611741
TIMP4 -0.2616484
CCDC24 -0.2616535
IGIP -0.2616599
WDR35 -0.2617890
ABHD1 -0.2623580
CA2 -0.2624801
STK32B -0.2625398
MMP10 -0.2626343
PGLYRP2 -0.2626630
C17orf58 -0.2628985
RASL11B -0.2629189
TCEAL5 -0.2630019
TPPP3 -0.2633777
TCEAL3 -0.2636813
LRRC4C -0.2636916
NR2F2 -0.2638068
EVL -0.2641256
HEY1 -0.2642447
CARTPT -0.2642779
ECI1 -0.2647962
RABEP1 -0.2652645
ANKRD42 -0.2654827
CCDC64B -0.2655526
LEPREL4 -0.2655916
ATP7B -0.2656308
FAM169A -0.2656347
SSTR2 -0.2661615
ATP1A2 -0.2663059
SPOCK1 -0.2664624
LRP2 -0.2671115
ZDHHC11 -0.2675523
CCDC151 -0.2676110
ADAMTS18 -0.2678695
CCDC66 -0.2679043
NDP -0.2680733
TUBA3D -0.2682174
NT5M -0.2683442
NEIL1 -0.2686063
MFSD3 -0.2686593
FAXDC2 -0.2687650
THAP10 -0.2688796
MZF1 -0.2691803
ELMO3 -0.2692121
C17orf97 -0.2692318
PCSK6 -0.2694005
DCLK1 -0.2694668
HPGD -0.2695101
PHLDB3 -0.2699532
AMN1 -0.2702875
PHYHD1 -0.2703462
ETNK2 -0.2704574
CEP290 -0.2706495
AGT -0.2706818
FUZ -0.2708856
NELL1 -0.2711896
ATP8B1 -0.2712571
APBB2 -0.2715084
LRP1B -0.2719024
COL17A1 -0.2720209
PDK4 -0.2720672
SOCS2 -0.2720971
LZTFL1 -0.2721924
SYCE3 -0.2728127
GHR -0.2730149
KRT37 -0.2730758
SLC40A1 -0.2732039
BSN -0.2735760
SULT1A2 -0.2736279
GRIK3 -0.2737729
CX3CR1 -0.2740373
RHPN1 -0.2741252
ARNT2 -0.2742368
NUDT6 -0.2745285
ZC3H6 -0.2750644
LDLRAD4 -0.2752527
SLC9A3R1 -0.2767679
HCFC1R1 -0.2767708
MS4A8 -0.2770513
NEDD4L -0.2771956
FRZB -0.2772323
AARD -0.2773953
ZBTB16 -0.2777248
DYX1C1 -0.2782264
RIMKLA -0.2783657
GJA1 -0.2785616
PPP1R16A -0.2791264
ANKRD50 -0.2793811
C4orf32 -0.2794570
ABHD2 -0.2796393
RTN2 -0.2797295
CAPS2 -0.2797771
MYT1 -0.2799908
SYNPO2 -0.2799944
BRF2 -0.2802276
F2RL2 -0.2805522
SPANXD -0.2806178
ORAOV1 -0.2806425
KIAA0232 -0.2807512
COL4A6 -0.2808589
B4GALNT4 -0.2808715
PDE5A -0.2808881
SERP2 -0.2809162
SEMA3F -0.2815620
TFPI2 -0.2819753
BBS1 -0.2820935
ATHL1 -0.2821335
SPATA18 -0.2824686
RHOBTB3 -0.2828694
ATP6V1B1 -0.2830906
SRI -0.2836405
GRIA2 -0.2837206
C3orf52 -0.2838404
TCTN1 -0.2842995
GPD1L -0.2850652
GSTM3 -0.2854745
KIF3A -0.2858500
HIGD1B -0.2860946
RASEF -0.2860991
CCDC103 -0.2865998
COQ7 -0.2867596
ADRA2A -0.2869655
ASPHD1 -0.2871286
ASCL1 -0.2872880
REEP5 -0.2873843
HEXIM2 -0.2877584
ATP6AP1L -0.2881265
AMFR -0.2882814
MYO5C -0.2883872
PVALB -0.2884867
ZNF587 -0.2886202
ZNF552 -0.2888965
C20orf96 -0.2895523
MST1 -0.2896675
LYPD6 -0.2902726
KCNC2 -0.2904126
CELSR1 -0.2904468
PLIN4 -0.2908580
WNK4 -0.2918747
MPPED2 -0.2921496
HIST1H2AJ -0.2930607
MYL5 -0.2930970
FLNB -0.2934683
TRIM63 -0.2947826
UCN -0.2949278
CPE -0.2952574
C10orf32 -0.2956925
FGFR3 -0.2957328
CGN -0.2971222
C11orf52 -0.2972026
TPBG -0.2974402
C14orf132 -0.2977493
RAB17 -0.2979723
FAM155A -0.2985280
C15orf59 -0.2986371
PGAM2 -0.2986633
NEK10 -0.2989310
SORD -0.2991808
CYP2A6 -0.2992712
COL4A5 -0.3005331
EPHX2 -0.3007485
GNAZ -0.3008495
PRSS23 -0.3013782
CXXC4 -0.3014512
HIST1H2AK -0.3022495
STMN2 -0.3025851
CARD10 -0.3025990
EPB41L5 -0.3026727
TTC8 -0.3027899
RAB11FIP1 -0.3031394
AREG -0.3038433
CCDC106 -0.3039462
RGL3 -0.3043974
CSAD -0.3048448
SGK3 -0.3050492
PLEKHA6 -0.3056189
ECHDC2 -0.3059640
DOCK1 -0.3066839
IFT140 -0.3069037
TBX3 -0.3074475
H2AFJ -0.3074522
C6orf141 -0.3076341
SLC7A8 -0.3077546
CYP2A7 -0.3080352
MS4A2 -0.3087270
ACOX2 -0.3092122
GPR162 -0.3095201
C12orf60 -0.3095478
SLC16A5 -0.3099765
TRPS1 -0.3109644
TRIM45 -0.3111484
SHISA4 -0.3115557
HSPB8 -0.3118456
HPGDS -0.3120186
RAB26 -0.3130001
HSPA2 -0.3139581
CAMK2B -0.3139973
KRT79 -0.3150995
NOS1AP -0.3158393
AMIGO2 -0.3159859
NMNAT3 -0.3162267
CAMK2N1 -0.3172565
NELL2 -0.3173926
CD86 -0.3181479
MAOA -0.3191870
IGF2 -0.3192159
IVD -0.3197553
CPLX1 -0.3198052
MRPS30 -0.3202693
OSCP1 -0.3204963
ADCY9 -0.3209079
PRR15 -0.3211033
RAB11FIP3 -0.3217958
HHAT -0.3226877
FAM63A -0.3227216
GPIHBP1 -0.3230718
ENPP5 -0.3231547
CNIH3 -0.3239350
TEKT2 -0.3257061
HSPB1 -0.3260177
SPANXB2 -0.3267546
TCEA3 -0.3270505
RMND1 -0.3271394
SCN4B -0.3273839
NOXA1 -0.3291699
HIST1H2AH -0.3298280
NAT8L -0.3307359
RGS5 -0.3308242
MYH11 -0.3324452
C1orf167 -0.3327829
SYT1 -0.3329685
MTL5 -0.3334872
GSTO2 -0.3341099
FDXR -0.3341104
GP2 -0.3341558
SERPINA11 -0.3345770
SCCPDH -0.3346739
SCNN1A -0.3347084
SMARCD3 -0.3351563
AFF3 -0.3358207
C2orf40 -0.3358446
LDHD -0.3359826
PLIN5 -0.3362530
STK39 -0.3375536
TCEAL4 -0.3380722
CMYA5 -0.3384705
RPA4 -0.3385637
LIN7A -0.3391208
HDC -0.3391279
FAM110B -0.3397477
DUSP13 -0.3402617
ERLIN2 -0.3412139
SALL2 -0.3420583
UGCG -0.3422664
CTTNBP2 -0.3424360
NECAB3 -0.3425641
VPS18 -0.3442390
ABLIM3 -0.3453532
USP35 -0.3456461
HEY2 -0.3460154
SCGB1D1 -0.3463573
REEP6 -0.3470905
DMRTC1 -0.3473010
TNNI3 -0.3474665
TTC18 -0.3477929
HTR7 -0.3484024
CXCL14 -0.3488936
POTEI -0.3490106
P4HTM -0.3499265
CRIPAK -0.3499561
SCGB1D2 -0.3506195
HEBP1 -0.3534837
SPINK4 -0.3535795
LRRC49 -0.3545877
MAGED2 -0.3552353
LAMB2 -0.3554736
SYTL2 -0.3556981
CXXC5 -0.3561188
RLN2 -0.3567358
SLC44A4 -0.3573990
TRIM58 -0.3580304
GALNT16 -0.3582784
REEP2 -0.3583455
MED13L -0.3591777
NPDC1 -0.3596913
SEZ6L2 -0.3603176
SHC2 -0.3608766
BCAS1 -0.3611705
KIF12 -0.3612913
FAM174A -0.3618878
CTNND2 -0.3621531
CELSR2 -0.3622584
CASC1 -0.3642020
CRIP1 -0.3648675
PNPLA4 -0.3652690
CACNG1 -0.3655327
IGFBP5 -0.3659735
FLRT3 -0.3662603
TCN1 -0.3680649
GPRC5A -0.3681525
KCNK15 -0.3683502
IL6ST -0.3685552
SLC1A1 -0.3687940
KIAA1324 -0.3696933
KRT18 -0.3705364
GDPD3 -0.3709776
FAM198B -0.3718625
C16orf45 -0.3726840
ASPN -0.3733917
GREB1 -0.3736173
GPER1 -0.3736819
SELENBP1 -0.3737602
FKBP10 -0.3741686
FBLL1 -0.3745939
SPOPL -0.3758637
OGN -0.3760750
ITPKA -0.3760880
NUDT12 -0.3766240
SLC1A2 -0.3769509
TMEM145 -0.3781067
SYTL4 -0.3790197
NME3 -0.3792213
CTSG -0.3807094
MISP -0.3810976
VAV3 -0.3819968
HIST1H2AG -0.3826018
NBEA -0.3832205
RBM24 -0.3834893
FAM183A -0.3835834
ANO1 -0.3839175
PKIB -0.3842764
OPLAH -0.3856070
FBXO15 -0.3856803
CTSF -0.3857808
FAM3B -0.3862265
DCDC2 -0.3897874
RAI2 -0.3917180
TSPAN13 -0.3937442
TCEAL1 -0.3943162
KITLG -0.3943477
NOVA1 -0.3943860
NRIP1 -0.3952288
SPDEF -0.3958252
SERPINA6 -0.3959805
CHAD -0.3966896
TMEM121 -0.3974484
PSD3 -0.3978062
ELP2 -0.3984112
AGTR1 -0.3990155
SPR -0.3991631
WNT3 -0.3998227
BAIAP3 -0.4004707
ADCY1 -0.4024946
LRRC17 -0.4048875
C4B -0.4074830
PALM -0.4095253
C9orf116 -0.4101579
REPS2 -0.4107753
POTED -0.4111519
C3orf18 -0.4126494
KCTD6 -0.4128420
RET -0.4129510
LRRC6 -0.4130223
SLC27A2 -0.4135068
NAT2 -0.4142214
BCL2 -0.4144958
WFDC2 -0.4147297
NXNL2 -0.4157390
SEMA3C -0.4167785
CLGN -0.4171279
GRP -0.4183199
LURAP1L -0.4186751
MYRIP -0.4192834
DBNDD2 -0.4207787
TMPRSS6 -0.4230762
C10orf82 -0.4238786
GLI3 -0.4239577
MATN3 -0.4239800
PCSK4 -0.4265013
MYB -0.4275201
CPA3 -0.4309254
ZNF703 -0.4311598
C1orf226 -0.4311969
AR -0.4316013
CHST8 -0.4316420
CST9L -0.4382281
SLC30A8 -0.4396310
AGL -0.4407783
MAST4 -0.4417292
GRPR -0.4430272
ZSWIM5 -0.4431651
CST9 -0.4456079
CCDC170 -0.4460233
CACNA1H -0.4478265
HPN -0.4492620
RBM11 -0.4498373
FBXO2 -0.4498842
SLITRK6 -0.4500294
FAM25A -0.4504799
MUM1L1 -0.4506503
ABAT -0.4510017
TPSAB1 -0.4529146
CYP4B1 -0.4542856
QDPR -0.4570459
LRG1 -0.4580202
CBLN2 -0.4593182
FAM47E -0.4612352
KLHDC9 -0.4637931
LYPD6B -0.4655880
POTEG -0.4691022
GDF15 -0.4692815
C5orf30 -0.4711410
PLA2G10 -0.4716448
ABCC8 -0.4738539
SLC22A5 -0.4746627
RGS11 -0.4758490
BPIFB1 -0.4764559
TMEM150C -0.4768395
TRH -0.4779940
NME5 -0.4796749
SYT13 -0.4797808
BMPR1B -0.4819317
IRS1 -0.4862999
STARD10 -0.4890031
CYP4X1 -0.4920599
KIAA1467 -0.4925190
RAMP1 -0.4960727
PLAT -0.4963944
FBXL16 -0.4971706
SUSD3 -0.5003152
WWP1 -0.5032179
DYNLRB2 -0.5046746
SLC19A2 -0.5053472
NOSTRIN -0.5078250
LRRC73 -0.5087110
ENTPD8 -0.5113527
IGF1R -0.5162231
CACNA2D2 -0.5177611
IGDCC3 -0.5178096
PPM1J -0.5181616
IL20 -0.5233365
CYP2B6 -0.5294354
BAI2 -0.5296665
PLCD4 -0.5301790
ABCA3 -0.5309661
TMC4 -0.5311531
PTPRT -0.5333927
ERBB4 -0.5354722
METRN -0.5406277
PDE8B -0.5429558
BEX1 -0.5436083
GAMT -0.5481190
MLPH -0.5486087
COX6C -0.5603989
THBS4 -0.5608591
RSPH1 -0.5613631
KCNF1 -0.5623241
ZMYND10 -0.5638433
CLIC6 -0.5672022
PPP1R3C -0.5731235
KCNJ3 -0.5746799
ACADSB -0.5805189
CGA -0.5825250
LRRC56 -0.5887278
RGS22 -0.5911171
PRRT2 -0.5945695
KIF5C -0.5947360
PGR -0.5968419
KCNE4 -0.6005920
TSPAN1 -0.6085173
DHRS2 -0.6117031
STMND1 -0.6133695
PCP2 -0.6146410
C1orf64 -0.6178456
ANKRD30A -0.6185430
TPRG1 -0.6189865
SERPINA3 -0.6217972
C6orf211 -0.6219457
SYBU -0.6329604
STC2 -0.6459908
MSMB -0.6501106
ELOVL2 -0.6502599
SERPINA5 -0.6544332
TBC1D9 -0.6628724
NPNT -0.6756294
PARD6B -0.6848069
ADIRF -0.6895303
FAM196A -0.6941314
IGFALS -0.6987391
ANXA9 -0.7004544
MAPT -0.7011938
TNNT1 -0.7028022
FAM134B -0.7060004
CCND1 -0.7096940
ZG16B -0.7192155
C19orf33 -0.7211498
EEF1A2 -0.7298216
SMIM22 -0.7362087
LPPR3 -0.7419884
THSD4 -0.7546711
LONRF2 -0.7562920
DACH1 -0.7684871
DNALI1 -0.7805356
SLC7A2 -0.7860872
ESR1 -0.7885428
CLSTN2 -0.7916607
DNAJC12 -0.7927792
FOXA1 -0.7994779
FSIP1 -0.8111273
SLC39A6 -0.8449405
CPB1 -0.8544138
PDZK1 -0.8587006
CCDC74B -0.8729635
RIMS4 -0.8812252
DOK7 -0.8840761
TFF3 -0.8962178
GATA3 -0.8997103
NAT1 -0.9400928
RERG -0.9747143
CA12 -0.9819797
GFRA1 -1.0153051
AGR2 -1.0658309
NPY1R -1.0676894
SCUBE2 -1.1629564
NKAIN1 -1.1700459
TFF1 -1.3622478
AGR3 -1.3690006
# 2. Bar Plot
# Display the ranked fold changes.
barplot(ranks)

# 3. Conduct analysis
# Run fgsea with 'pathwaysH' and 'ranks'.
fgseaRes <- fgsea(pathwaysH, ranks)
fgseaRes <- na.omit(fgseaRes)

fgseaResTidy <- fgseaRes %>%
  as_tibble() %>%
  arrange(desc(NES)) #order by NES

# Combine genes in leadingEdge with semicolons
fgseaResTidy$leadingEdge <- sapply(fgseaResTidy$leadingEdge, paste, collapse = ";")
fgseaResTidy <- fgseaResTidy[order(fgseaResTidy$padj), ]

# Show in a Tidy table.
kable(fgseaResTidy) %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
pathway pval padj log2err ES NES size leadingEdge
HALLMARK_ALLOGRAFT_REJECTION 0.0000000 0.0000000 1.7506503 0.7691086 3.3772854 195 CXCL9;CXCL13;GZMB;CCL13;CCL5;CD2;CD79A;CD3D;LTB;CCL4;GZMA;TAP1;LCK;IL2RB;STAT1;IRF4;CD3G;CD247;CDKN2A;CXCR3;CCL2;CCR5;ICAM1;CCL7;CCL19;HLA-DRA;HLA-E;IFNG;MMP9;SIT1;CD8A;FASLG;ZAP70;HLA-A;SOCS1;HCLS1;CD96;HLA-DMA;CD74;C2;IL2RG;CCR2;LCP2;TLR2;HLA-DOB;IL27RA;LYN;CTSS;GBP2;HLA-DQA1;SRGN;IL18RAP;FCGR2B;IL1B;PRKCB;IL2RA;IL15;NCF4;IRF8;CD40;B2M;IL18;TLR1;TRAT1;TNF;CD8B;IGSF6;GCNT1;ITK;PRF1;FGR;CCR1;LY75;CAPG;HLA-DMB;ITGAL;ITGB2;CRTAM;PSMB10;CD7;IFNGR1;PTPRC;HLA-G;CFP;MAP4K1;KLRD1;IFNAR2;FAS;IL7;CCL11;HLA-DOA;RIPK2;IL6;GPR65;CCND2;CD47;JAK2;CSK;CD28;CD4;NCK1;TLR6;PTPN6;IL16;IL10;STAT4;UBE2D1;HIF1A;WAS;IFNGR2;FLNA;IL4R;ETS1;EIF5A;CD40LG
HALLMARK_ESTROGEN_RESPONSE_EARLY 0.0000000 0.0000000 1.4172759 -0.6888435 -2.9443207 190 TFF1;NPY1R;GFRA1;CA12;TFF3;PDZK1;SLC39A6;SLC7A2;THSD4;CCND1;MAPT;ANXA9;ELOVL2;MSMB;STC2;SYBU;DHRS2;PGR;MLPH;ABCA3;IGF1R;SLC19A2;SLC22A5;ABAT;MAST4;AR;MYB;BCL2;SLC27A2;RET;ADCY1;NRIP1;GREB1;KRT18;SLC1A1;IL6ST;KCNK15;CELSR2;MED13L;UGCG;SCNN1A;ADCY9;HSPB8;AREG;PRSS23;RAB17;TPBG;FLNB;MPPED2;CELSR1;AMFR;RHOBTB3;ABHD2;GJA1;CHPT1;SLC24A3;RBBP8;IGFBP4;OLFM1;KRT19;EGR3;SULT2B1;SEC14L2;ARL3;SNX24;TTC39A;BAG1;PMAIP1;BHLHE40;ELOVL5;IL17RB;SIAH2;MYOF;LRIG1;ASB13;NCOR2;PEX11A;DYNLT3;RHOD;FKBP4;BLVRB;PTGES;CBFA2T3;WFS1
HALLMARK_INFLAMMATORY_RESPONSE 0.0000000 0.0000000 1.2951231 0.6544343 2.8855132 197 CXCL9;MARCO;LAMP3;CXCL10;CCL5;CXCL11;CCR7;LCK;IL2RB;CCL2;ICAM1;CXCR6;CCL7;CCL17;IRF1;GPR183;CYBB;CD48;IL10RA;SLAMF1;CD70;AQP9;LCP2;TLR2;ADM;IL7R;LYN;CD69;EDN1;TNFSF10;EBI3;RNF144B;FPR1;IL18RAP;PLAUR;IL1B;CD14;PTAFR;IL15;RGS1;PTGER4;CD40;IL18;CHST2;TLR1;CD82;OSM;NMI;ICAM4;IL15RA;CX3CL1;EMP3;CMKLR1;TNFRSF9;PDE4B;RTP4;SLC31A2;SLC31A1;C3AR1;SELL;GCH1;CCL20;RIPK2;ADORA2B;IL6;LY6E;GPR132;NAMPT;BST2;PDPN;RHOG;KCNA3;RGS16;IL10;NOD2;TNFRSF1B;HIF1A;IFNGR2;CCRL2;IL4R;SLC7A1;KCNJ2
HALLMARK_INTERFERON_ALPHA_RESPONSE 0.0000000 0.0000000 1.2871037 0.7867012 3.0819639 94 LAMP3;CXCL10;CXCL11;TAP1;GBP4;BATF2;PSMB9;ISG20;IFI30;IRF1;HLA-C;CD74;CASP1;GBP2;OASL;SAMD9L;USP18;C1S;IL15;NCOA7;EPSTI1;IFIH1;B2M;PSMB8;NMI;UBE2L6;RSAD2;IFI44L;RTP4;LAP3;MX1;SELL;PARP12;IFI44;IFIT3;OAS1;IL7;RIPK2;LY6E;CD47;PLSCR1;BST2;PSME2;CCRL2;IFIT2;IL4R;TMEM140;SP110;STAT2;PARP14;NUB1;IFI27;OGFR;TRIM14;TRIM26;PSMA3;TRIM21;IFI35
HALLMARK_E2F_TARGETS 0.0000000 0.0000000 1.1053366 0.6093810 2.6758945 195 CDKN2A;CCNE1;MELK;KIF2C;TFRC;CDC20;EZH2;MYBL2;DLGAP5;NASP;DEK;MCM5;CHEK1;SPAG5;MCM2;CDK1;MTHFD2;LBR;HMGB3;MCM6;PTTG1;DONSON;CDCA8;HMGA1;MCM4;CDC25B;TUBB;TOP2A;AURKA;MCM3;KPNA2;KIF4A;ANP32E;CKS1B;CCNB2;CDKN3;CDCA3;STMN1;BIRC5;PRDX4;RRM2;CTPS1;LMNB1;UBE2T;MMS22L;ORC6;NCAPD2;RFC2;SYNCRIP;HMMR;MCM7;CENPE;RANBP1;SPC25;SNRPB;SMC6;CKS2;MAD2L1;DSCC1;CDC25A;PLK1;RAD51AP1;E2F8;NUP153;ZW10;NUP205;CHEK2;TRIP13;XRCC6;AURKB;SMC4;ATAD2;ASF1A;RNASEH2A;CENPM;RAD1;DDX39A;PCNA;BUB1B;DIAPH3;EXOSC8;USP1;SSRP1;PRIM2;TACC3;POLA2;MKI67;TK1;DNMT1;RPA2;DEPDC1;TCF19;EED;RAN;KIF18B;LYAR;HELLS;HMGB2;GINS1;TRA2B;ASF1B;SRSF2;MSH2;RFC3;CDK4;WEE1;LIG1;GINS4;NUDT21;PLK4;PHF5A;CDKN1A;BRCA2;POLD1;PRPS1;NME1
HALLMARK_COMPLEMENT 0.0000000 0.0000000 1.0864405 0.5917075 2.6019334 198 S100A9;GZMB;CCL5;GZMA;GZMK;LCK;CXCL1;C1QA;PSMB9;PLA2G7;CP;IRF1;LTF;KYNU;C1QC;PLEK;CTSC;C2;CTSV;LCP2;CASP1;APOBEC3G;SPOCK2;LYN;CTSS;FCER1G;APOC1;CEBPB;SERPING1;PIM1;PLAUR;CASP5;C1S;CASP4;DUSP6;CTSL;C3;FCN1;CTSH;PFN1;ITGAM;LGMN;LAP3;TNFAIP3;C1R;APOBEC3F;FYN;PREP;CTSB;GNGT2;CASP10;PHEX;GNB4;IL6;PIK3CG;CR2;EHD1;JAK2;CFH;PLSCR1;CPM;RHOG;ME1;PDP1;S100A12;PCSK9;WAS;LGALS3;CASP3;XPNPEP1;CTSD;CD40LG;PLA2G4A;COL4A2;MAFF;KIF2A;SERPINA1
HALLMARK_TNFA_SIGNALING_VIA_NFKB 0.0000000 0.0000000 1.0476265 0.5844195 2.5768057 197 CXCL10;CCL5;CXCL11;CCL4;TAP1;SOD2;CXCL1;CCL2;ICAM1;IRF1;BIRC3;KYNU;GPR183;PLEK;TLR2;IL7R;CD83;CD69;EDN1;NFIL3;CEBPB;BCL2A1;PLAUR;IL1B;TNFAIP8;PTGER4;IFIH1;IL18;TRAF1;PLAU;RCAN1;NFKBIE;TNF;EGR2;IL15RA;B4GALT5;DUSP2;TNFRSF9;PDE4B;TNFAIP3;TNFAIP2;CD44;CFLAR;PNRC1;SGK1;RELB;GCH1;DUSP4;ZFP36;CCL20;SAT1;BTG3;RIPK2;MARCKS;VEGFA;IL6;EHD1;SLC2A6;NAMPT;ZC3H12A;STAT5A;IL23A;MCL1;PHLDA2;DRAM1;SERPINB8;ID2;TRIB1;LITAF;FUT4;TUBB2A;IFNGR2;CCRL2;TANK;IFIT2;GADD45A;MAP2K3;MAP3K8;GFPT2;MAFF;SOCS3;CXCL2;LDLR;JUNB;SPSB1;SNN;PANX1;SPHK1
HALLMARK_ESTROGEN_RESPONSE_LATE 0.0000000 0.0000000 0.9865463 -0.5630857 -2.3982219 192 TFF1;SCUBE2;NPY1R;AGR2;CA12;TFF3;PDZK1;DNAJC12;CCND1;MAPT;ANXA9;SERPINA5;SERPINA3;DHRS2;PGR;COX6C;ABCA3;CACNA2D2;SLC22A5;TPSAB1;CHST8;MYB;BCL2;SLC27A2;RET;NRIP1;TSPAN13;GPER1;IL6ST;CELSR2;CXCL14;SCNN1A;HSPB8;ACOX2;AREG;PRSS23;SORD;TPBG;FGFR3;CPE;FLNB;AMFR;ASCL1;TFPI2;ABHD2;RABEP1;CA2;CHPT1;SLC24A3;PTGER3;RBBP8;IGFBP4;OLFM1;KRT19;EGR3;SULT2B1;UGDH;ARL3;BAG1;PDCD4;ELOVL5;DLG5;IL17RB;SIAH2;MYOF;CYP4F11;PLXNB1;IGSF1;NCOR2;DYNLT3;FKBP4;BLVRB;PTGES;CAV1;WFS1;ST6GALNAC2;MOCS2
HALLMARK_G2M_CHECKPOINT 0.0000000 0.0000000 0.9865463 0.5739736 2.5050358 188 KIF2C;CDC45;CENPA;CDC20;TTK;EZH2;MYBL2;NASP;ODC1;BUB1;SLC7A5;NDC80;MCM5;CHEK1;MCM2;CDK1;LBR;HMGB3;MCM6;UCK2;PTTG1;HMGA1;TPX2;EXO1;CDC25B;CCNA2;UBE2C;TOP2A;AURKA;MCM3;E2F3;KPNA2;MT2A;KIF4A;CKS1B;CCNB2;CDKN3;KIF11;STMN1;E2F1;BIRC5;MARCKS;RAD54L;LMNB1;E2F2;AMD1;ORC6;FBXO5;SYNCRIP;HMMR;CENPE;CENPF;INCENP;PML;SAP30;CKS2;CUL1;MAD2L1;NUP50;CDC25A;PLK1;KIF15;HIF1A;CDC7;TFDP1;SLC7A1;AURKB;SMC4;KIF23;PRC1;KATNA1;DDX39A;SQLE;FANCC;PRIM2;TACC3;POLA2;POLQ;MKI67;TROAP;HSPA8;RPA2
HALLMARK_IL6_JAK_STAT3_SIGNALING 0.0000000 0.0000000 0.9653278 0.7017615 2.7026228 87 CXCL9;CXCL13;CD38;CXCL10;CXCL11;LTB;STAT1;CXCL1;CCL7;IRF1;SOCS1;IL2RG;TLR2;TNFRSF21;EBI3;PIM1;IL1B;CD14;IL2RA;TNF;IL15RA;CCR1;IFNGR1;CD44;FAS;IL7;BAK1;IL17RA;IL6;MYD88;CSF2RA;IL3RA;IL1R2;TNFRSF1B;IFNGR2;PTPN2;IL4R;PLA2G2A;IL10RB;A2M;STAT2;MAP3K8;SOCS3;ITGA4
HALLMARK_MTORC1_SIGNALING 0.0000000 0.0000000 0.9214260 0.5440736 2.3921335 194 PSAT1;PHGDH;DAPP1;FADS2;IFI30;CORO1A;PDK1;CTSC;TFRC;DDIT4;SLA;PNP;NFIL3;FGL2;CXCR4;GLRX;GMPS;BUB1;SLC7A5;MCM2;MTHFD2;ASNS;MCM4;ITGB2;LGMN;ACTR3;ENO1;TUBA4A;DHCR7;AURKA;IFRD1;TES;CFP;ARPC5L;PGM1;SRD5A1;VLDLR;RRM2;PSMG1;IDI1;PPA1;NAMPT;SDF2L1;ME1;PSPH;RPN1;SCD;SHMT2;EGLN3;PITPNB;CDC25A;PLK1;HMGCS1;PFKL;SLC1A5;IDH1;STARD4;EDEM1;NFKBIB;NUP205;HSP90B1;HMBS;SSR1;ACTR2;PSMA4;MAP2K3;STIP1;DDX39A;EEF1E1;LDLR;CALR;SQLE;PSMC2;PSMA3;PSMC4;GAPDH;PSMD14;CCT6A;PSMB5;AK4;GPI;TOMM40;PRDX1;GOT1;UCHL5;FKBP2;SLC37A4;TPI1;EBP;BCAT1
HALLMARK_IL2_STAT5_SIGNALING 0.0000000 0.0000000 0.8140358 0.5087151 2.2366722 194 CXCL10;LTB;GBP4;IL2RB;ICOS;IRF4;CCNE1;CD79B;CD48;SOCS1;IL10RA;TNFRSF8;PNP;TNFRSF21;BATF3;CD83;GLIPR2;NFIL3;FGL2;TNFSF10;EOMES;PIM1;IL2RA;TNFRSF4;IRF8;ODC1;TRAF1;UCK2;CTLA4;CAPG;BATF;TNFRSF9;PLIN2;IFNGR1;CST7;CTSZ;CD44;ADAM19;SELL;NDRG1;RRAGD;TGM2;IGF2R;GPR65;CCND2;CKAP4;ITGA6;PLSCR1;IL3RA;GALM;TTC39B;RGS16;IL10;IL1R2;TNFRSF1B;LRRC8C;SLC1A5;CDC42SE2;PRKCH;DCPS;IL4R;CASP3;ETV4;MAP3K8;NCS1;MAFF;GSTO1;SMPDL3A;CDCP1;PUS1;RHOH;S100A1;FLT3LG;PDCD2L;NOP2;TIAM1;PTRH2;CCND3;RABGAP1L;COCH;NT5E;ANXA4
HALLMARK_MYC_TARGETS_V1 0.0000000 0.0000000 0.7881868 0.4983984 2.1916755 193 PSMD3;CDC45;CDC20;PSMB3;DEK;ODC1;MCM5;MCM2;MCM6;MCM4;CCNA2;RFC4;SRPK1;IFRD1;TYMS;KPNA2;PRDX4;HDAC2;CTPS1;ILF2;SYNCRIP;MCM7;PSMB2;RANBP1;EIF4A1;CUL1;MAD2L1;FBL;PPM1G;YWHAQ;PABPC1;TFDP1;XRCC6;SNRPA1;PSMA4;MRPL9;SRM;U2AF1;PCNA;LSM2;SERBP1;USP1;SNRPD3;SNRPA;HDGF;PSMC4;UBE2L3;CSTF2;PSMA7;PSMD14;PSMD7;SNRPG;RAN;GLO1;STARD7;CCT4;CAD;POLE3;SF3B3;COX5A;RPS10;TRA2B;LDHA;PGK1;SRSF2;CCT7;PSMD8;ABCE1;CCT3;SET;DDX21;TCP1;EIF3D;CDK4;SMARCC1;UBA2;C1QBP;APEX1;SRSF3;NME1;NCBP1;SNRPD1;AP3S1;HNRNPA2B1;PRPF31;SSBP1;HDDC2;EIF2S1;NOLC1;PSMA6;NOP16;RPS6;NOP56;ORC2;EXOSC7;XPO1;LSM7;PSMA2
HALLMARK_KRAS_SIGNALING_UP 0.0000001 0.0000003 0.7049757 0.4663767 2.0481401 191 CXCL10;MYCN;ADAMDEC1;ST6GAL1;LCP1;SLPI;MMP9;HSD11B1;BIRC3;KCNN4;IL10RA;LAPTM5;IL2RG;GALNT3;TMEM176B;IL7R;CTSS;FCER1G;PLAUR;IL1B;CD37;CXCR4;ADAM8;GLRX;IRF8;TRAF1;PSMB8;MPZL2;PLAU;TMEM176A;CLEC4A;DUSP6;CMKLR1;TLR8;ITGB2;TNFAIP3;LY96;IKZF1;PRDM1;MAP4K1;C3AR1;PCP4;CCL20;GPRC5B;CCND2;CFH;CSF2RA;TMEM158;LAT2;MALL;ID2;RGS16;TRIB1;TNFRSF1B;GYPC;GPNMB;ETS1;ALDH1A3;SOX9;MAFB;ETV4;GFPT2;PCSK1N;DOCK2
HALLMARK_CHOLESTEROL_HOMEOSTASIS 0.0006586 0.0019372 0.4772708 0.4897156 1.8343278 72 FADS2;S100A11;CBS;NFIL3;PLAUR;LGMN;DHCR7;SREBF2;PNRC1;FDPS;GLDC;CXCL16;FBXO6;IDI1;MVD;ACAT2;PLSCR1;SCD;HMGCS1;STARD4;LGALS3;LDLR;FABP5;SQLE;ANXA5;TNFRSF12A;ATF3;ACTG1;EBP;ECH1;ATF5;PCYT2;NSDHL
HALLMARK_MITOTIC_SPINDLE 0.0006509 0.0019372 0.4772708 0.3616067 1.5943859 197 KIF2C;TTK;DLGAP5;BUB1;NDC80;CDC42EP1;CDK1;TPX2;ANLN;TOP2A;TUBA4A;AURKA;KIF4A;CCNB2;KIF11;PIF1;BIRC5;MARCKS;ARHGAP4;LMNB1;FBXO5;ARHGAP27;CENPE;CENPF;BIN1;INCENP;NCK1;ECT2;SUN2;PLK1;KIF15;FLNA;SMC4;KIF23;PRC1;MID1;EPB41L2;KATNA1;DOCK2;TUBD1;GEMIN4;ACTN4;MYH9;CAPZB;KNTC1;ARHGEF2;SSH2;GSN;CSNK1D;ARHGAP10;NCK2;EZR;MYO9B;TIAM1;RANBP9;ABI1;VCL;DYNLL2;DYNC1H1;MAP1S;ARHGEF3;PLEKHG2;SAC3D1;NEK2;MAPRE1;MYO1E;BRCA2;PAFAH1B1;RACGAP1;CEP57;CKAP5;CDK5RAP2;TUBGCP3;RASAL2;NEDD9;MAP3K11;CEP72;RASA2;RHOF;NUSAP1;DLG1
HALLMARK_APOPTOSIS 0.0008221 0.0022837 0.4772708 0.3811740 1.6302075 159 CD38;CD2;TAP1;SOD2;ISG20;IRF1;BIRC3;FASLG;ERBB2;CASP1;CD69;TNFSF10;IL1B;CD14;CASP4;IL18;TNF;PRF1;BID;CDC25B;TOP2A;IFNGR1;CD44;CFLAR;GCH1;FAS;SAT1;BTG3;IGF2R;TSPO;IL6;CCND2;MCL1;ANXA1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE 0.0015826 0.0041647 0.4550599 0.4222433 1.6949573 106 PSAT1;CCL2;SPCS3;DDIT4;CEBPB;SLC7A5;HERPUD1;MTHFD2;ASNS;NABP1;CKS1B;VEGFA;PDIA5;KDELR3;DNAJB9;ATF4;EIF4G1;PDIA6;EIF4A1;TUBB2A;EDEM1;CHAC1;HSP90B1;SSR1;CEBPG;HYOU1;CALR;GEMIN4;PREB;TATDN2;ALDH18A1;ATF3;SRPRB;POP4;BANF1
HALLMARK_COAGULATION 0.0017069 0.0042673 0.4550599 0.3790204 1.5781450 137 MMP1;KLK8;C1QA;MMP9;MMP3;PLEK;MMP7;C2;CTSV;APOC1;SERPING1;FGG;C1S;PLAU;DUSP6;C3;CTSH;LGMN;SH2B2;C1R;FYN;PREP;APOC2;CTSB
HALLMARK_MYOGENESIS 0.0023792 0.0056647 0.4317077 -0.3596906 -1.5387348 196 TNNT1;STC2;PPP1R3C;CACNA1H;AGL;SPDEF;CACNG1;MYH11;ADCY9;CAMK2B;HSPB8;PGAM2;PVALB;OCEL1;ERBB3;PFKM;CLU;CD36;BAG1;NQO1;LAMA2;SGCD;BHLHE40;TNNC2;ITGA7;TNNT3;FKBP1B;SSPN;MYOM2;CKMT2;MYBPH;COX7A1;SH3BGR;PPFIA4;REEP1;VIPR1;TSC2;CHRNG;SGCG;SH2B1;SGCA;SPARC;HRC;COL6A3;HDAC5;KCNH2;ITGB5;MAPRE3;MYL7;CFD;FABP3;ENO3;NCAM1;COL1A1;COL3A1;MYL6B;GNAO1;SORBS1;RB1;GABARAPL2;FST;FXYD1;TNNC1;MYH4;PSEN2;HSPB2;EIF4A2;CDH13;CAV3
HALLMARK_PI3K_AKT_MTOR_SIGNALING 0.0032134 0.0073032 0.4317077 0.4097970 1.6311391 104 LCK;DAPP1;FASLG;PDK1;IL2RG;SLA;PRKCB;CXCR4;CDK1;PFN1;ACTR3;MAPK1;E2F1;MYD88;CFL1;NCK1;RPS6KA3;NFKBIB;HSP90B1;ACTR2;STAT2;MAP2K3;CALR;MAP3K7;PPP1CA;PAK4;NOD1;TIAM1;SFN;TRAF2;RAF1;CAB39;ARF1;CDK4;RPS6KA1;CSNK2B;RIPK1;CDKN1A;AP2M1;MKNK1;MAPKAP1;EGFR;GSK3B;PLCG1;AKT1
HALLMARK_P53_PATHWAY 0.0041353 0.0089897 0.4070179 0.3373912 1.4816871 191 TAP1;KLK8;CDKN2A;KRT17;CLCA2;IFI30;SOCS1;DDIT4;CASP1;SDC1;TM4SF1;PERP;TCN2;CD82;ST14;LDHB;ADA;RHBDF2;STEAP3;UPP1;S100A4;FAS;NDRG1;BAK1;SAT1;CCND2;ALOX15B;CEBPA;GM2A;DRAM1;TPD52L1;VDR;RGS16;S100A10;CTSD;GADD45A;SEC61A1;DEF6;PCNA;SERPINB5;TRAF4;NOTCH1;RPS12;APP;SPHK1;ITGB4;BAX
HALLMARK_HYPOXIA 0.0065027 0.0135473 0.4070179 0.3305602 1.4516882 191 ISG20;PFKP;CP;TMEM45A;CSRP2;PDK1;PLAC8;DDIT4;ADM;NFIL3;PIM1;PLAUR;CXCR4;GLRX;EDN2;CHST2;LDHC;TNFAIP3;ENO1;PLIN2;TES;S100A4;MT2A;SLC2A5;PNRC1;ZFP36;NAGK;NDRG1;RRAGD;PGM1;TGM2;VEGFA;VLDLR;ADORA2B;IL6;TPST2;KDELR3;TGFBI;SAP30;UGP2;PFKL;XPNPEP1;ETS1;HEXA;MAFF;MYH9;GAPDH;AMPD3;GCNT2;AK4;GPI;KLF7;ATF3;HS3ST1;SLC37A4;TPI1;LXN;ANXA2;TKTL1;JMJD6;LDHA;PGK1;DCN;FOXO3;KLHL24;PKP1;SLC2A3;HOXB9;CASP6
HALLMARK_APICAL_JUNCTION 0.0110769 0.0220865 0.3807304 0.3228006 1.4109964 190 GRB7;CDH3;ICAM1;MMP9;ACTG2;VCAM1;SYK;CD274;MDK;RAC2;TRAF1;MPZL2;ICAM2;MSN;ICAM4;CX3CL1;PFN1;PTPRC;CNN2;ALOX15B;MVD;ADAM15;TGFBI;NRTN;CLDN4;ZYX;CAP1;ACTB;RSU1;VASP;CD99;ATP1A3;EPB41L2;ARPC2;ACTN1;YWHAH;ACTN4;MYH9;ITGB4;LAMC2;ITGA9;CLDN14;MPZL1;SLC30A3;CALB2;NFASC;CDH1;SIRPA;MAPK13
HALLMARK_GLYCOLYSIS 0.0114850 0.0220865 0.3807304 0.3199596 1.4107568 197 B3GNT3;ISG20;PFKP;CENPA;DDIT4;SDC1;MED24;NASP;CXCR4;GLRX;SPAG4;CHST2;CDK1;SLC16A3;LDHC;KIF20A;ENO1;AURKA;CD44;AKR1A1;RRAGD;DSC2;STMN1;CHST6;VEGFA;VLDLR;ADORA2B;B3GAT1;KDELR3;HMMR;TGFBI;ME1;SAP30;UGP2;EGLN3;IDH1;SOX9;PLOD1;MET;KIF2A;PYGB;PSMC4;CHST12;DEPDC1;AK4;ELF3;PKM;PGAM1;GMPPB;ME2;COPB2;GALK2;GOT1;TXN;SLC25A13;SDHC;SLC37A4;NT5E;TPI1;TKTL1;B4GALT4;LHPP;LDHA;PGK1;DCN;RPE
HALLMARK_MYC_TARGETS_V2 0.0139141 0.0257668 0.3807304 0.4380292 1.5755493 57 MCM5;MCM4;DUSP2;BYSL;PLK1;NIP7;SRM;PUS1;NOP2;PPAN;NDUFAF4;RCL1;PPRC1;PES1;CDK4;MYBBP1A;MAP3K6;PLK4;LAS1L;WDR74;SLC19A1;MPHOSPH10;NOLC1;NOP16;NOP56;TMEM97;EXOSC5;SUPV3L1;WDR43
HALLMARK_UV_RESPONSE_UP 0.0186575 0.0333169 0.3524879 0.3390797 1.4459474 154 TAP1;SOD2;STARD3;HLA-F;CCNE1;ICAM1;GAL;IRF1;TFRC;CTSV;LYN;GGH;ASNS;BID;CHRNA5;RFC4;TUBA4A;MGAT1;FEN1;FMO1;GCH1;CCK;BAK1;BTG3;IL6;ARRB2;AMD1;LHX2;RPN1;AGO2;RAB27A;ALAS1;CASP3;CEBPG;PARP2;STIP1;CXCL2;JUNB;RASGRP1;NFKBIA;SIGMAR1;CDC34;ATF3;KLHDC3;POLE3;CCND3;PPIF;PRPF3;CREG1;NKX2-5;EPCAM;YKT6;DDX21;NPTX2;POLR2H
HALLMARK_UV_RESPONSE_DN 0.0219858 0.0379065 0.3524879 -0.3457458 -1.4081967 138 IGF1R;IRS1;IGFBP5;SRI;GJA1;APBB2;CDON;INPP4B;AMPH;MMP16;MAGI2;SLC22A18;PRKCE;SMAD3;BHLHE40;DDAH1;PDGFRB;CDKN1B;ICA1;MGMT;CAV1;ITGB3;SYNJ2;RUNX1;AGGF1;CAP2;PTPRM;LAMC1;MIOS;COL1A2;BDNF;DBP;TGFBR3;SNAI2;COL1A1;COL3A1;PIAS3;CDC42BPA;YTHDC1;PTEN;SCN8A;DLC1
HALLMARK_ADIPOGENESIS 0.0302271 0.0503786 0.3524879 -0.3046008 -1.2973164 192 QDPR;CYP4B1;REEP6;HSPB8;EPHX2;REEP5;SPARCL1;LTC4S;PTGER3;DGAT1;CD36;SULT1A1;CMBL;SNCG;PDCD4;DBT;LIPE;ITGA7;FABP4;LEP;SSPN;ADIPOR2;CIDEA;ACADS;LIFR;ADCY6;OMD;MRAP;LPCAT3;GPAM;GPHN;ADIPOQ;CD151;UQCRQ;TOB1;MAP4K3;SLC27A1;PHLDB1;FAH;MTCH2;PRDX3;GPX4;CCNG2;SCARB1;NDUFA5;SOD1;CYC1;ETFB;RMDN3;SCP2;ALDOA;SORBS1;BAZ2A;ELOVL6;ELMOD3;COQ5;UQCR11;COX6A1
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY 0.0633484 0.1021749 0.2712886 0.4194947 1.4469710 47 SOD2;PFKP;GLRX;MGST1;PRDX4;FTL;PDLIM1;LSP1;JUNB;NDUFA6;PRDX1;TXN;NDUFS2;FES
HALLMARK_KRAS_SIGNALING_DN 0.0813953 0.1271802 0.2413400 0.2787514 1.2241645 191 CALML5;PNMT;TCL1A;PDCD1;KLK8;IFNG;AKR1B10;EDN1;SLC6A14;KRT5;EDN2;CHST2;SOX10;PRODH;LGALS7;RSAD2;IFI44L;TCF7L1;GPR19;MX1;SGK1;KRT15;TFAP2B;SCGB1A1;CAMK1D;TGM1;KRT4;RYR1;KLK7;KCNMB1;YPEL1;STAG3;CD40LG;GTF3C5;TFF2;SNN;SPRR3;SPTBN2;CDKAL1;SLC30A3;CD80;CLPS;GP1BA
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION 0.1217799 0.1845149 0.1957890 0.2675581 1.1748928 195 MMP1;DKK1;CXCL1;IL32;MMP3;VCAM1;SDC1;PLAUR;IL15;WIPF1;EMP3;CAPG;TNFAIP3;CD44;TPM4;FAS;FBLN2;SFRP1;SAT1;TGM2;VEGFA;IL6;FBLN5;MCM7;TGFBI;NNMT;ID2;COLGALT1;PPIB;FLNA;GAS1;CRLF1;MFAP5;GADD45A;GPX7;PLOD1;COL4A2;CTHRC1
HALLMARK_XENOBIOTIC_METABOLISM 0.1279070 0.1880985 0.1900233 0.2646495 1.1635869 194 HSD17B2;PTGDS;TDO2;HSD11B1;KYNU;AQP9;TMEM176B;PAPSS2;IRF8;ALDH2;PSMB10;COMT;UPP1;XDH;APOE;MT2A;FMO1;GCH1;FAS;ABCC3;PGD;CES1;CYP27A1;DDC;SLC35B1;VNN1;SHMT2;ID2;SLC1A5;IDH1;POR;ALAS1;PGRMC1;GSTO1;NPC1;ARG2;MTHFD1;SPINT2;MAN1A1;NDRG2;SMOX;GCNT2
HALLMARK_BILE_ACID_METABOLISM 0.1470085 0.2079748 0.1492075 -0.3001903 -1.1837444 112 ABCA3;AR;SLC27A2;SERPINA6;NUDT12;FDXR;EPHX2;PFKM;SULT2B1;SLC22A18;ISOC1;PEX11G;HSD17B4;LIPE;DIO1;CROT;PEX11A;PEX12;BCAR3;ABCA5;PEX19;SLC27A5;ABCA9;EFHC1
HALLMARK_ANDROGEN_RESPONSE 0.1497418 0.2079748 0.1482615 -0.3094693 -1.1909708 96 CCND1;BMPR1B;SPDEF;STK39;SORD;GPD1L;ABHD2;HPGD;KRT19;INPP4B;ELOVL5;ACSL3;AKAP12;STEAP4;LIFR;KRT8;APPBP2
HALLMARK_SPERMATOGENESIS 0.1586207 0.2143523 0.1682382 0.2870184 1.1872442 132 IL12RB2;KIF2C;DPEP3;TTK;EZH2;ART3;BUB1;RPL39L;CDK1;LDHC;POMC;GFI1;RFC4;AURKA;SLC2A5;CCNB2;CDKN3;CRISP2;PSMG1;LPIN1
HALLMARK_HEDGEHOG_SIGNALING 0.1637631 0.2154777 0.1420566 -0.3963835 -1.2486310 35 HEY2;CELSR1;HEY1;GLI1;NRCAM;CRMP1;RASA1;TLE3;UNC5C;RTN1
HALLMARK_NOTCH_SIGNALING 0.2017699 0.2586794 0.1275053 -0.3941583 -1.2153685 32 CCND1;HEYL;SKP1;JAG1;KAT2A;ARRB1
HALLMARK_APICAL_SURFACE 0.2212389 0.2765487 0.1372508 0.3403906 1.1588549 43 IL2RB;MAL;GHRL;IL2RG;LYN;PLAUR;CX3CL1;ATP6V0A4;AKAP7;PCSK9;RHCG;GAS1;EPHB4;APP
HALLMARK_ANGIOGENESIS 0.2521891 0.3075477 0.1114627 -0.3658246 -1.1591485 36 SERPINA5;POSTN;FGFR1;PTK2;JAG1;PDGFA;MSX1;PF4;STC1;COL3A1;JAG2
HALLMARK_PEROXISOME 0.2854730 0.3398488 0.1013507 -0.2789097 -1.0913271 104 ABCC8;SEMA3C;SLC27A2;SERPINA6;EPHX2;ABCC5;CRABP2;ALB;SULT2B1;ISOC1;ELOVL5;HSD17B4;DIO1;HMGCL;PEX11A;HSD11B2
HALLMARK_FATTY_ACID_METABOLISM 0.3211169 0.3649056 0.0962406 -0.2590415 -1.0707799 152 BMPR1B;SLC22A5;REEP6;MAOA;HPGD;ECI1;CA2;LTC4S;ENO2;UGDH;CD36;AOC3;ELOVL5;HSD17B4;CRYZ;HMGCL;ADIPOR2;CIDEA;ACADS;NTHL1;ALDH3A2;INMT;ACOT2;GLUL;BLVRA;PDHB;ALAD;ETFDH;PCBD1;ENO3;PTPRG;AUH;ALDOA;SUCLA2;UROD;SERINC1;CA4;AQP7;CPT1A;HAO2;FASN;RAP1GDS1;HSD17B7;SUCLG2
HALLMARK_PANCREAS_BETA_CELLS 0.3190731 0.3649056 0.0978773 -0.3384988 -1.1037752 40 SYT13;ABCC8;CHGA;PCSK1;STXBP1;SRP14
HALLMARK_WNT_BETA_CATENIN_SIGNALING 0.5660714 0.6289683 0.0670513 -0.2834221 -0.9315363 42 HEY2;HEY1;HDAC11;FZD8;JAG1;AXIN2;NCOR2;KAT2A;LEF1;HDAC5;FRAT1;NOTCH4;DLL1;JAG2;GNAI1;PSEN2;DKK4
HALLMARK_OXIDATIVE_PHOSPHORYLATION 0.6900685 0.7500744 0.0555947 -0.2140800 -0.9099715 184 ACADSB;COX6C;MRPS30;PDK4;ECI1;NDUFA7;TIMM13;NDUFC2;RHOT2;ALDH6A1;NDUFA2;GLUD1;COX7C;CYB5A;UQCRQ;PDHB;ATP6V1H;ETFDH;PRDX3;NDUFS4;GPX4;ATP6V1C1;COX17;NDUFA5;UQCRB;NDUFA4;CYC1;MAOB;BDH2;ETFB;UQCRC2;SUCLA2;HSPA9;NDUFC1;PDHX;CPT1A;UQCR11;COX6A1;ATP6V1G1;SURF1;LRPPRC;GRPEL1;SLC25A20;ATP6V0C;SLC25A4;NNT;ACAT1;BCKDHA;RHOT1;ATP6AP1;NDUFS8;COX11;ATP1B1
HALLMARK_PROTEIN_SECRETION 0.8644940 0.9196745 0.0453152 -0.2069298 -0.7950925 94 KRT18;ATP6V1B1;SCAMP1;ARFGEF1;AP2B1;TOM1L1;SSPN;ICA1;DST;RAB22A;STX16;TSG101;ARFIP1;COG2
HALLMARK_TGF_BETA_SIGNALING 0.9181495 0.9564057 0.0442407 -0.2043230 -0.7079807 54 SMAD3;NCOR2;BCAR3;BMPR2;TRIM33;THBS1;PPM1A;APC;TJP1;KLF10;BMP2;XIAP;ARID4B;FURIN;SLC20A1;PMEPA1;SMAD1;CDK9;SPTBN1;FNTA;SERPINE1;SMAD7;LTBP2;LEFTY2;HDAC1;CTNNB1
HALLMARK_DNA_REPAIR 0.9485981 0.9679573 0.0552496 0.1803835 0.7583514 145 HCLS1;PNP;ADA;PDE4B;RFC4;TYMS;FEN1;VPS37B;ALYREF;RFC2;SUPT5H;ZWINT;SEC61A1;POLR2D;GTF3C5;PCNA;NELFB;SSRP1;POLA2;CLP1;SF3A3;ADRM1;RPA2;NT5C3A;PDE6G;UPF3B;POLR2F;POLR1C;POLR2H;RFC3;LIG1;SAC3D1;NUDT21;UMPS;POLD1;NME1
HALLMARK_HEME_METABOLISM 0.9862779 0.9862779 0.0392759 -0.1687180 -0.7197017 189 SELENBP1;TRIM58;HEBP1;CA2;TMEM9B;HAGH;TRAK2;DMTN;SLC22A4;VEZF1;GDE1;BTRC;BLVRB;ALDH6A1;PIGQ;NUDT4;HBB;ADD1;BLVRA;SNCA;RBM5;ERMAP;MXI1;ALAD;ABCG2;MBOAT2;FTCD;SLC30A1;FECH;RAP1GAP;EZH1;NFE2;ALDH1L1;TAL1;UROD;PRDX2;GCLM;RHCE;RNF123;EPOR;KLF3;SLC25A38;EIF2AK1;BCAM
# Save fgseaRes as txt file.
write.table(fgseaResTidy, file.path(output_dir,"pathway_analysis","full_fgseaRes_HRank.txt"), sep = "\t", row.names = FALSE, quote = FALSE)

# Mark "significant" if adjusted p-value <= 0.05, else "non-significant".
fgseaResTidy$adjPvalue <- ifelse(fgseaResTidy$padj <= 0.05, "significant", "non-significant")

# Define colors for significance: grey for non-significant and red for significant results.
cols <- c("non-significant" = "grey", "significant" = "red")

# Using ggplot: reorder pathways by NES, fill bars based on significance, flip coordinates for readability.
ggplot(fgseaResTidy, aes(reorder(pathway, NES), NES, fill = adjPvalue)) + geom_col() +
    scale_fill_manual(values = cols) + coord_flip() +
    theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1)) +
    labs(x = "Pathway", y = "Normalized Enrichment Score", title = "Hallmark pathways NES
         Enrichment Score from GSEA")

# 4. GSEA Results Table Plot.
# Plot GSEA table for significant pathways (padj < 0.05) using a GSEA parameter of 0.5.
plotGseaTable(pathwaysH[fgseaRes$pathway[fgseaRes$padj < 0.05]], ranks, fgseaRes, gseaParam=0.5)

# 5.  Enrichment score plot.
# For significant pathways # 14 pathways.

# Store the list of significant pathways (padj < 0.05).
significant_pathways <- fgseaRes$pathway[fgseaRes$padj < 0.05]
# Use a for loop to iterate and plot enrichment for each significant pathway
# for (i in significant_pathways) {
#   enrichment_plot <- plotEnrichment(pathwaysH[[i]], ranks)
#   enrichment_plot <- enrichment_plot + ggtitle(paste("Enrichment Plot for Pathway:",i))
#   print(enrichment_plot)
# }

# Plot significant pathways as points with a gradient color based on p-value and size based on a 'size' variable.
ggplot(fgseaResTidy[fgseaResTidy$padj < 0.05, ], aes(y=reorder(pathway, size),x= NES)) + geom_point(aes(color=padj,size=size)) + 
  scale_color_gradientn(colours = c("red","blue")) + 
  labs(x='Normalized Enrichment Score', y=NULL ) + 
  theme( axis.title = element_text(face='bold'), axis.text = element_text (face='bold') )

KEGG Pathway Analysis

To do KEGG pathway analysis, both KEGG_MEDICUS and KEGG_LEGACY are downloaded. The cutoff of 0.05 is applied for visualization, while the text files include the results across all gene sets.

KEGG_MEDICUS
#Load KEGG_MEDICUS pathways.
pathwaysKEGG_MED <- gmtPathways(file.path(input_dir, "c2.cp.kegg_medicus.v2023.2.Hs.symbols.gmt"))

# Perform fgsea with KEGG pathways
fgseaRes_kegg <- fgsea(pathwaysKEGG_MED, ranks)

# Organize and sort KEGG results by NES
fgseaResTidy_kegg <- fgseaRes_kegg %>%
  as_tibble() %>%
  arrange(desc(NES))

# Combine genes in leadingEdge with semicolons
fgseaResTidy_kegg$leadingEdge <- sapply(fgseaResTidy_kegg$leadingEdge, paste, collapse = ";")

# Show in a Tidy table of keg.
kable(fgseaResTidy_kegg) %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
pathway pval padj log2err ES NES size leadingEdge
KEGG_MEDICUS_REFERENCE_CYTOKINE_JAK_STAT_SIGNALING_PATHWAY 0.0000000 0.0000107 0.7195128 0.7078958 2.4462992 44 IL2RB;STAT1;IFNG;IL12RB2;IL2RG;IL7R;PIM1;IL2RA;IL15;IL15RA;IFNGR1;JAK3;IFNAR2;IL7;IL6;IL6R;JAK2;STAT5A;IL23A;IL3RA;STAT4;IFNGR2;IL4R;STAT2
KEGG_MEDICUS_REFERENCE_ANTIGEN_PROCESSING_AND_PRESENTATION_BY_MHC_CLASS_II_MOLECULES 0.0000000 0.0000009 0.7881868 0.9360671 2.3780392 13 HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-DQA2;HLA-DMA;HLA-DPB1;CD74;HLA-DQB1;HLA-DOB;HLA-DQA1;HLA-DMB;HLA-DOA
KEGG_MEDICUS_REFERENCE_DNA_REPLICATION_LICENSING 0.0000013 0.0002042 0.6435518 0.7746066 2.3555252 24 CCNE1;CDC45;CDT1;MCM5;MCM2;MCM6;MCM4;CCNA2;MCM3;ORC6;CCNE2;MCM7;TICRR;CDC7
KEGG_MEDICUS_REFERENCE_IL2_FAMILY_TO_JAK_STAT_SIGNALING_PATHWAY 0.0000026 0.0003176 0.6272567 0.7738713 2.3243556 23 IL21R;IL2RB;STAT1;IL2RG;IL7R;IL2RA;IL15;IL15RA;JAK3;IL7;STAT5A;IL4R
KEGG_MEDICUS_PATHOGEN_HTLV_1_TAX_TO_NFY_MEDIATED_TRANSCRIPTION 0.0000001 0.0000148 0.7049757 0.9083475 2.3076187 13 HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-DQA2;HLA-DMA;HLA-DPB1;HLA-DQB1;HLA-DOB;HLA-DQA1;HLA-DMB;HLA-DOA
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 0.0000054 0.0004418 0.6105269 0.6914568 2.2646111 35 PSMD3;PSMB3;PSMB2;PSMD11;PSMD2;PSMA4;APP;PSMC2;PSMA3;PSMC4;PSMB4;ADRM1;PSMA7;PSMD14;PSMB5;PSMD7;PSMB6;PSMA5;PSMD12;PSMD8;PSMD13;PSMB1;PSMB7;PSMC3;PSMC1;PSMC5;PSMA6;PSMA2
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 0.0000057 0.0004418 0.6105269 0.6904449 2.2612970 35 PSMD3;PSMB3;PSMB2;PSMD11;PSMD2;PSMA4;PSMC2;PSMA3;PSMC4;PSMB4;ADRM1;PSMA7;PSMD14;PSMB5;PSMD7;PSMB6;PSMA5;PSMD12;PSMD8;PSMD13;PSMB1;PSMB7;PRNP;PSMC3;PSMC1;PSMC5;PSMA6;PSMA2
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_VCP_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 0.0000158 0.0008899 0.5756103 0.6730571 2.2473732 39 PSMD3;PSMB3;PSMB2;VCP;PSMD11;PSMD2;PSMA4;PSMC2;PSMA3;PSMC4;PSMB4;ADRM1;PSMA7;PSMD14;PSMB5;PSMD7;PSMB6;PSMA5;PSMD12;PSMD8;PSMD13;PSMB1;PSMB7;PSMC3;UBA52;PSMC1;PSMC5;PSMA6;PSMA2;RPS27A;PSMD1;PSMD6;UBC
KEGG_MEDICUS_REFERENCE_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 0.0000079 0.0005458 0.5933255 0.6697191 2.2192361 38 PSMD3;PSMB3;PSMB2;PSMD11;PSMD2;PSMA4;PSMC2;PSMA3;PSMC4;PSMB4;ADRM1;PSMA7;PSMD14;PSMB5;PSMD7;PSMB6;PSMA5;PSMD12;PSMD8;PSMD13;PSMB1;PSMB7;PSMC3;UBA52;PSMC1;PSMC5;PSMA6;PSMA2;RPS27A;PSMD1;PSMD6;UBC
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_UBQLN2_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 0.0000251 0.0010702 0.5756103 0.6634401 2.2152616 39 PSMD3;PSMB3;PSMB2;PSMD11;PSMD2;PSMA4;PSMC2;PSMA3;PSMC4;PSMB4;ADRM1;PSMA7;PSMD14;PSMB5;PSMD7;PSMB6;PSMA5;PSMD12;PSMD8;PSMD13;PSMB1;PSMB7;PSMC3;UBA52;PSMC1;PSMC5;PSMA6;PSMA2;RPS27A;PSMD1;PSMD6;UBC
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SOD1_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 0.0000300 0.0011625 0.5756103 0.6419621 2.1653262 40 PSMD3;PSMB3;PSMB2;PSMD11;PSMD2;PSMA4;PSMC2;PSMA3;PSMC4;PSMB4;ADRM1;PSMA7;PSMD14;PSMB5;PSMD7;PSMB6;DERL1;PSMA5;PSMD12;PSMD8;PSMD13;PSMB1;PSMB7;PSMC3;UBA52;PSMC1;PSMC5;PSMA6;PSMA2;RPS27A;PSMD1;PSMD6;UBC
KEGG_MEDICUS_REFERENCE_ORIGIN_UNWINDING_AND_ELONGATION 0.0000943 0.0027798 0.5384341 0.6740776 2.1644199 30 CDC45;MCM10;MCM5;MCM2;MCM6;MCM4;RFC4;MCM3;RFC2;MCM7;PCNA;PRIM2;WDHD1;POLA2;RPA2;POLE3;GINS1;POLE2;RFC3;GINS4
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SNCA_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 0.0000409 0.0014880 0.5573322 0.6522022 2.1360471 35 PSMD3;PSMB3;PSMB2;PSMD11;PSMD2;PSMA4;PSMC2;PSMA3;PSMC4;PSMB4;ADRM1;PSMA7;PSMD14;PSMB5;PSMD7;PSMB6;PSMA5;PSMD12;PSMD8;PSMD13;PSMB1;PSMB7;PSMC3;PSMC1;PSMC5;PSMA6;PSMA2
KEGG_MEDICUS_REFERENCE_TCR_PLCG_ITPR_SIGNALING_PATHWAY 0.0002454 0.0060765 0.4984931 0.7525326 2.1209537 19 CD3D;LCK;CD3G;CD247;ZAP70;PLCG2;VAV1;LCP2;LAT;FYN;CD4;ITPR3
KEGG_MEDICUS_PATHOGEN_HCMV_US28_TO_GNA12_13_RHO_SIGNALING_PATHWAY 0.0000683 0.0021575 0.5384341 0.8282620 2.1041649 13 CCL5;CCL4;CCL2;CCL3;CX3CL1
KEGG_MEDICUS_REFERENCE_DNA_REPLICATION_TERMINATION 0.0001366 0.0038433 0.5188481 0.7526658 2.0982124 18 CDC45;MCM5;MCM2;MCM6;MCM4;MCM3;PIF1;MCM7;VCP;GINS1;GINS4;CUL2;LRR1;GINS3;GINS2;RBX1
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 0.0000697 0.0021575 0.5384341 0.6380350 2.0896476 35 PSMD3;PSMB3;PSMB2;PSMD11;PSMD2;PSMA4;PSMC2;PSMA3;PSMC4;PSMB4;ADRM1;PSMA7;PSMD14;PSMB5;PSMD7;PSMB6;PSMA5;PSMD12;PSMD8;PSMD13;PSMB1;PSMB7;PSMC3;PSMC1;PSMC5;PSMA6;PSMA2
KEGG_MEDICUS_REFERENCE_ANTIGEN_PROCESSING_AND_PRESENTATION_BY_MHC_CLASS_I_MOLECULES 0.0000254 0.0010702 0.5756103 0.8524810 2.0881732 12 TAP1;HLA-F;HLA-E;HLA-A;HLA-C;HLA-B;B2M;HLA-G;CALR;TAP2;TAPBP
KEGG_MEDICUS_REFERENCE_TRAIP_DEPENDENT_REPLISOME_DISASSEMBLY 0.0001718 0.0044304 0.5188481 0.7906926 2.0764827 15 CDC45;MCM5;MCM2;MCM6;MCM4;MCM3;MCM7;VCP
KEGG_MEDICUS_REFERENCE_PRE_IC_FORMATION 0.0004438 0.0098113 0.4984931 0.6490456 2.0618626 27 CDC45;CDT1;MCM5;MCM2;MCM6;MCM4;MCM3;ORC6;MCM7;TICRR;ORC3;POLE3;GINS1;ORC1;CDC6;POLE2;GINS4
KEGG_MEDICUS_PATHOGEN_HTLV_1_P12_TO_ANTIGEN_PROCESSING_AND_PRESENTATION_BY_MHC_CLASS_I_MOLECULES 0.0000042 0.0004320 0.6105269 0.9486887 2.0405988 7 HLA-F;HLA-E;HLA-A;HLA-C;HLA-B;B2M;HLA-G
KEGG_MEDICUS_PATHOGEN_HPV_E5_TO_ANTIGEN_PROCESSING_AND_PRESENTATION_BY_MHC_CLASS_I_MOLECULES 0.0000133 0.0008261 0.5933255 0.9395603 2.0209639 7 HLA-F;HLA-E;HLA-A;HLA-C;HLA-B;HLA-G
KEGG_MEDICUS_REFERENCE_BREAK_INDUCED_REPLICATION 0.0000583 0.0020064 0.5573322 0.9040535 2.0158156 8 MCM5;MCM2;MCM6;MCM4;MCM3;PIF1;MCM7
KEGG_MEDICUS_PATHOGEN_SARS_COV_2_S_TO_ANGII_AT1R_NOX2_SIGNALING_PATHWAY 0.0005175 0.0110454 0.4772708 0.7873031 2.0001107 13 MMP1;CCL2;MMP3;CYBB;ACE2;IL1B;TNF;IL6
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_PRNP_PI3K_NOX2_SIGNALING_PATHWAY 0.0003402 0.0080984 0.4984931 0.7475041 1.9945144 16 CYBB;NCF1;NCF2;CYBA;NCF4;RAC2;FYN
KEGG_MEDICUS_REFERENCE_PRNP_PI3K_NOX2_SIGNALING_PATHWAY 0.0011568 0.0223773 0.4550599 0.6216829 1.9901860 29 CYBB;NCF1;NCF2;CYBA;NCF4;RAC2;CREB3L2;FYN;MAPK1;ATF4;CREB3L1
KEGG_MEDICUS_PATHOGEN_KSHV_MIR1_2_TO_ANTIGEN_PROCESSING_AND_PRESENTATION_BY_MHC_CLASS_I_MOLECULES 0.0000259 0.0010702 0.5756103 0.9486346 1.9800957 6 HLA-F;HLA-E;HLA-A;HLA-C;HLA-B;HLA-G
KEGG_MEDICUS_REFERENCE_IFN_RIPK1_3_SIGNALING_PATHWAY 0.0017590 0.0311088 0.4550599 0.6241779 1.9592967 26 STAT1;IFNG;IFNGR1;JAK3;IFNAR2;JAK2;STAT5A;STAT4;IFNGR2;STAT2
KEGG_MEDICUS_PATHOGEN_ESCHERICHIA_ESPT_TO_RAC_SIGNALING_PATHWAY 0.0012569 0.0235766 0.4550599 0.7373308 1.9216725 14 ARPC1B;ACTR3;ARPC5L;ACTB;ACTR2;ARPC2;ARPC5;ARPC4;ACTG1;ABI1;ARPC1A
KEGG_MEDICUS_PATHOGEN_SHIGELLA_IPGD_TO_ARNO_ARF_ACTB_G_SIGNALING_PATHWAY 0.0026293 0.0402213 0.4317077 0.6002173 1.9214685 29 ARPC1B;ACTR3;NCKAP1L;ARPC5L;CYTH1;CYTH4;ACTB;ACTR2;WASF3;ARPC2;ARPC5;PIK3CD;ARPC4;ACTG1;ABI1;ARF1;BRK1;ARPC1A
KEGG_MEDICUS_PATHOGEN_HTLV_1_P12_TO_JAK_STAT_SIGNALING_PATHWAY 0.0004210 0.0096520 0.4984931 0.8887598 1.9116937 7 IL2RB;IL2RG;JAK3;STAT5A
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SOPB_TO_ARNO_ARF_ACTB_G_SIGNALING_PATHWAY 0.0026982 0.0402213 0.4317077 0.5945871 1.9091810 30 ARPC1B;ACTR3;ARPC5L;CYTH1;PIK3CG;CYTH4;ACTB;ACTR2;WASF3;ARPC2;ARPC5;PIK3CD;ARPC4;ACTG1;ABI1;ARF1;BRK1;ARPC1A
KEGG_MEDICUS_REFERENCE_FE_TF_TRANSPORT 0.0005604 0.0115632 0.4772708 0.8844019 1.9023200 7 CP;TFRC;STEAP3;SLC11A2
KEGG_MEDICUS_REFERENCE_CENPE_INTERACTION_WITH_NDC80_COMPLEX 0.0022762 0.0361281 0.4317077 0.7813302 1.8940480 11 NDC80;SPAG5;NUF2;AURKA;CENPE;SPC25;AURKB;PPP1CA
KEGG_MEDICUS_REFERENCE_ORGANIZATION_OF_THE_OUTER_KINETOCHORE 0.0013521 0.0246166 0.4550599 0.7098118 1.8939428 16 CENPW;NDC80;NUF2;CDCA8;BIRC5;INCENP;SPC25;ZWINT;AURKB;PMF1
KEGG_MEDICUS_PATHOGEN_EBV_EBNA3C_TO_P27_CELL_CYCLE_G1_S_N00482 0.0022488 0.0361281 0.4317077 0.8170157 1.8846819 9 CCNE1;CCNA2;E2F3;E2F1;E2F2;CCNE2
KEGG_MEDICUS_PATHOGEN_ESCHERICHIA_EAE_TIR_TO_ACTIN_SIGNALING_PATHWAY 0.0068246 0.0812385 0.4070179 0.6871452 1.8834350 17 WIPF1;ARPC1B;ACTR3;ARPC5L;NCK1;ACTB;ACTR2;ARPC2;ARPC5;NCK2;ARPC4;ACTG1;WIPF2;ARPC1A
KEGG_MEDICUS_REFERENCE_CROSSTALK_BETWEEN_EXTRINSIC_AND_INTRINSIC_APOPTOTIC_PATHWAYS 0.0029769 0.0418802 0.4317077 0.7171558 1.8833635 15 FASLG;TNFSF10;BID;FAS;CASP10;BAK1;CASP3;BAX
KEGG_MEDICUS_PATHOGEN_SARS_COV_2_S_TO_CLASSICAL_PATHWAY_OF_COMPLEMENT_CASCADE 0.0001708 0.0044304 0.5188481 0.9497777 1.8826400 5 C1QA;C1QB;C1QC;C1S;C1R
KEGG_MEDICUS_REFERENCE_RECRUITMENT_AND_FORMATION_OF_THE_MCC 0.0027291 0.0402213 0.4317077 0.8108525 1.8704647 9 CDC20;TTK;BUB1;NDC80;MAD2L1;AURKB;BUB1B
KEGG_MEDICUS_REFERENCE_TLR1_2_4_NFKB_SIGNALING_PATHWAY 0.0049174 0.0647630 0.4070179 0.6554122 1.8671699 20 TLR2;TLR1;TNF;IL6;MYD88;TLR4;NFKBIA;MAP3K7;NFKB1;IRAK1;IKBKG
KEGG_MEDICUS_REFERENCE_NON_CANONICAL_INFLAMMASOME_SIGNALING_PATHWAY 0.0011264 0.0223773 0.4550599 0.8677997 1.8666093 7 CASP1;IL1B;CASP5;CASP4;IL18;NLRP3;PYCARD
KEGG_MEDICUS_REFERENCE_DEPHOSPHORYLATION_OF_KINETOCHORE 0.0029245 0.0418802 0.4317077 0.7547301 1.8487299 12 TTK;NDC80;NUF2;SKA3;SPC25;AURKB;PPP1CA;SKA2;SKA1;PPP1CB
KEGG_MEDICUS_REFERENCE_NUCLEAR_EXPORT_OF_MRNA 0.0057213 0.0722746 0.4070179 0.5734029 1.8356278 29 ALYREF;NUP155;NUP93;NUP205;NXT2;NDC1;NUP88;SEH1L;NUP210;NXT1;NUP85;NUP214;SRSF3;NUP62;NCBP1
KEGG_MEDICUS_REFERENCE_KINETOCHORE_MICROTUBULE_ATTACHMENT 0.0078733 0.0919538 0.3807304 0.6482438 1.8270240 19 TUBB3;TUBB;TUBA4A;TUBB6;CENPE;CENPF;TUBA1C;TUBB2A;TUBA1A;BUB1B;TUBB4A
KEGG_MEDICUS_PATHOGEN_HPV_E7_TO_P27_CELL_CYCLE_G1_S 0.0022638 0.0361281 0.4317077 0.8468436 1.8215334 7 CCNE1;E2F3;E2F1;E2F2;CCNE2
KEGG_MEDICUS_REFERENCE_MDM2_P21_CELL_CYCLE_G1_S_N00536 0.0062306 0.0771353 0.4070179 0.7460610 1.8085509 11 CDKN2A;CCNE1;E2F3;E2F1;E2F2;CCNE2
KEGG_MEDICUS_PATHOGEN_HTLV_1_TAX_TO_P21_CELL_CYCLE_G1_S_N00498 0.0056339 0.0722746 0.4070179 0.8089039 1.8036555 8 CCNE1;E2F3;E2F1;E2F2;CCNE2
KEGG_MEDICUS_REFERENCE_MICROTUBULE_DEPOLYMERIZATION 0.0095230 0.0975511 0.3807304 0.6045064 1.7849224 22 KIF2C;TUBB3;TUBB;TUBA4A;AURKA;TUBB6;TUBA1C;TUBB2A;AURKB;TUBA1A;TUBB4A;KIF18B;TUBA1B;MAPRE1
KEGG_MEDICUS_REFERENCE_REGULATION_OF_FIBRINOLYTIC_SYSTEM_C1INH 0.0065537 0.0795444 0.4070179 0.8547111 1.7840480 6 SERPING1;C1S;PLAU;C1R
KEGG_MEDICUS_PATHOGEN_EBV_EBNA3C_TO_P27_CELL_CYCLE_G1_S_N00264 0.0087577 0.0951057 0.3807304 0.7330756 1.7770724 11 CCNE1;CCNA2;E2F3;E2F1;E2F2;CCNE2;SKP2
KEGG_MEDICUS_REFERENCE_ARNO_ARF_ACTB_G_SIGNALING_PATHWAY 0.0085974 0.0951057 0.3807304 0.5765592 1.7721305 25 ARPC1B;ACTR3;ARPC5L;CYTH1;CYTH4;ACTB;ACTR2;WASF3;ARPC2;ARPC5;ARPC4;ACTG1;ABI1;ARF1;BRK1;ARPC1A
KEGG_MEDICUS_REFERENCE_KINETOCHORE_FIBER_ORGANIZATION 0.0103967 0.1021512 0.3807304 0.5985214 1.7672506 22 TUBB3;TUBB;TUBA4A;AURKA;TUBB6;TUBA1C;TUBB2A;TUBA1A;TACC3;TUBB4A;CLTA
KEGG_MEDICUS_REFERENCE_REGULATION_OF_GF_RTK_RAS_ERK_SIGNALING_PTP 0.0157598 0.1354904 0.3524879 0.6180023 1.7605946 20 PTPN7;DUSP6;DUSP2;DUSP4;DUSP10;MAPK1
KEGG_MEDICUS_REFERENCE_CONDENSIN_LOADING 0.0168282 0.1370615 0.3524879 0.6149345 1.7518548 20 TOP2A;KIF4A;DNMT3B;NCAPD2;NCAPG;SMC4;NCAPG2;NCAPH;PPP2R5D;PPP2R5C;NCAPD3;NCAPH2;SMC2
KEGG_MEDICUS_PATHOGEN_HTLV_1_TAX_TO_P21_CELL_CYCLE_G1_S_N00497 0.0096133 0.0975511 0.3807304 0.7587920 1.7503722 9 CCNE1;E2F3;E2F1;E2F2;CCNE2
KEGG_MEDICUS_VARIANT_AMPLIFIED_CCNE_TO_CELL_CYCLE_G1_S 0.0122882 0.1155117 0.3807304 0.8363290 1.7456788 6 CCNE1;E2F3;E2F1;E2F2
KEGG_MEDICUS_REFERENCE_MICROTUBULE_DEPOLYMERIZATION_AT_THE_MINUS_ENDS 0.0147635 0.1287124 0.3807304 0.6181705 1.7422648 19 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;PLK1;TUBB2A;TUBA1A;KIF2A;TUBB4A
KEGG_MEDICUS_REFERENCE_TYPE_II_INTERFERON_TO_JAK_STAT_SIGNALING_PATHWAY 0.0090145 0.0962069 0.3807304 0.6512804 1.7377672 16 STAT1;IFNG;IFNGR1;JAK2;IFNGR2;IL27;STAT3
KEGG_MEDICUS_PATHOGEN_ESCHERICHIA_MAP_TO_CDC42_SIGNALING_PATHWAY 0.0131814 0.1217805 0.3807304 0.6838430 1.7372744 13 ARPC1B;ACTR3;ARPC5L;ACTB;ACTR2;ARPC2;ARPC5;ARPC4;ACTG1
KEGG_MEDICUS_VARIANT_AMPLIFIED_MYC_TO_P27_CELL_CYCLE_G1_S 0.0160634 0.1361407 0.3524879 0.6598717 1.7329265 15 CCNE1;E2F3;CKS1B;E2F1;E2F2;CCNE2;SKP2;CUL1
KEGG_MEDICUS_REFERENCE_IL12_23_TO_JAK_STAT_SIGNALING_PATHWAY 0.0145560 0.1287124 0.3807304 0.7351271 1.7323484 10 IL12RB2;JAK2;IL23A;STAT4;IL12RB1;STAT3;IL12A
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SOPE_TO_RAC_SIGNALING_PATHWAY 0.0209380 0.1524779 0.3524879 0.6078340 1.7316266 20 ARPC1B;ACTR3;ARPC5L;ACTB;ACTR2;WASF3;ARPC2;ARPC5;ARPC4;ACTG1;ABI1;BRK1;ARPC1A
KEGG_MEDICUS_REFERENCE_BCR_PLCG_CALCINEURIN_SIGNALING_PATHWAY 0.0265150 0.1803600 0.3524879 0.6287865 1.7234764 17 PLCG2;SYK;LYN;BTK;BLNK;CALM3;NFATC3
KEGG_MEDICUS_REFERENCE_CLASSICAL_PATHWAY_OF_COMPLEMENT_CASCADE_C4_C2_TO_C3_CONVERTASE_FORMATION 0.0136253 0.1235132 0.3807304 0.7932598 1.7062762 7 C1QA;C1QB;C1QC;C2;C1S;C1R
KEGG_MEDICUS_REFERENCE_EGF_EGFR_ACTIN_SIGNALING_PATHWAY 0.0108223 0.1046722 0.3807304 0.5884835 1.7045106 21 WIPF1;ARPC1B;ACTR3;ARPC5L;NCK1;ACTB;ACTR2;ARPC2;ARPC5;NCK2;ARPC4;ACTG1;WIPF2;ARPC1A;EGFR;SRC
KEGG_MEDICUS_PATHOGEN_SHIGELLA_IPAC_TO_ACTIN_SIGNALING_PATHWAY 0.0178353 0.1380007 0.3524879 0.6707386 1.7039834 13 ARPC1B;ACTR3;ARPC5L;ACTB;ACTR2;ARPC2;ARPC5;ARPC4;ACTG1;ARPC1A;SRC
KEGG_MEDICUS_REFERENCE_NAD_BIOSYNTHESIS 0.0137680 0.1235132 0.3807304 0.6955229 1.7037004 12 IDO1;TDO2;KYNU;KMO;QPRT
KEGG_MEDICUS_REFERENCE_BCR_PLCG_ITPR_SIGNALING_PATHWAY 0.0202889 0.1513109 0.3524879 0.7609991 1.6968397 8 PLCG2;SYK;LYN;BTK;BLNK;ITPR3
KEGG_MEDICUS_REFERENCE_MODIFYING_OF_CONDENSIN_II_SUBUNITS 0.0222102 0.1580244 0.3524879 0.8126105 1.6961709 6 CDK1;PLK1;AURKB;NCAPG2;NCAPD3;NCAPH2
KEGG_MEDICUS_REFERENCE_CCR5_GNB_G_PLCB_G_PKC_SIGNALING_PATHWAY 0.0207016 0.1524779 0.3524879 0.5377565 1.6880198 26 CCL5;CCR5;PRKCB;GNGT2;GNB4;PLCB4;PLCB2
KEGG_MEDICUS_REFERENCE_NLRP3_INFLAMMASOME_SIGNALING_PATHWAY 0.0239870 0.1649773 0.3524879 0.8083361 1.6872491 6 CASP1;IL1B;IL18;NLRP3;PYCARD
KEGG_MEDICUS_REFERENCE_CXCL12_CXCR4_PKC_ERK_SIGNALING_PATHAWAY 0.0222102 0.1580244 0.3524879 0.5983783 1.6864819 19 PLCG2;PRKCB;CXCR4;MAPK1;PLCB4;PLCB2
KEGG_MEDICUS_REFERENCE_FAS_JNK_SIGNALING_PATHWAY 0.0181975 0.1390648 0.3524879 0.7811585 1.6802468 7 FASLG;MAP3K5;FAS;DAXX
KEGG_MEDICUS_REFERENCE_P27_CELL_CYCLE_G1_S 0.0163793 0.1361407 0.3524879 0.6444779 1.6796742 14 CCNE1;CCNA2;E2F3;E2F1;E2F2;CCNE2;SKP2;CUL1
KEGG_MEDICUS_REFERENCE_BCR_BCAP_CD19_PI3K_SIGNALING_PATHWAY 0.0174084 0.1380007 0.3524879 0.6405825 1.6695216 14 CD19;SYK;LYN;CR2;PIK3CD
KEGG_MEDICUS_REFERENCE_II_BLOOD_GROUP_ANTIGEN_BIOSYNTHESIS 0.0237094 0.1649000 0.3524879 0.7675790 1.6510377 7 B3GNT3;B4GALT3;GCNT2;B4GALT4;B3GNT4;B4GALT1
KEGG_MEDICUS_REFERENCE_CD40_NFKB_SIGNALING_PATHWAY 0.0237094 0.1649000 0.3524879 0.7673760 1.6506011 7 CD40;RELB;CD40LG;TRAF2;NFKB2;TRAF3
KEGG_MEDICUS_VARIANT_LOSS_OF_CDKN1B_TO_P27_CELL_CYCLE_G1_S 0.0301685 0.2007986 0.3524879 0.7372447 1.6438734 8 CCNE1;E2F3;E2F1;E2F2;CCNE2
KEGG_MEDICUS_REFERENCE_TGFA_EGFR_PLCG_PKC_SIGNALING_PATHWAY 0.0329912 0.2105315 0.3217759 0.7323546 1.6329697 8 PLCG2;PRKCB;EGFR;PLCG1
KEGG_MEDICUS_REFERENCE_MICROTUBULE_RHOA_SIGNALING_PATHWAY 0.0478376 0.2903084 0.3217759 0.5716425 1.6285227 20 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A;ARHGEF2
KEGG_MEDICUS_REFERENCE_SIALYL_LEWIS_X_ANTIGEN_BIOSYNTHESIS 0.0325156 0.2105315 0.3217759 0.7797620 1.6276060 6 FUT3;FUT4;FUT7;ST3GAL6
KEGG_MEDICUS_REFERENCE_TLR5_NFKB_SIGNALING_PATHWAY 0.0539976 0.3183288 0.3217759 0.5898351 1.6167121 17 TNF;IL6;MYD88;NFKBIA;MAP3K7;NFKB1;IRAK1;IKBKG;IL12A
KEGG_MEDICUS_PATHOGEN_ESCHERICHIA_ESPG_TO_MICROTUBULE_RHOA_SIGNALING_PATHWAY 0.0288810 0.1943192 0.3524879 0.6006153 1.6025812 16 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_REFERENCE_FANCONI_ANEMIA_PATHWAY 0.0318863 0.2099748 0.3217759 0.6138712 1.5999053 14 FANCE;UBE2T;FANCA;FANCC;FANCG;FANCD2;FANCI;FANCB;ATR;FANCL;TOPBP1;UBB
KEGG_MEDICUS_VARIANT_ERBB2_OVEREXPRESSION_TO_EGF_JAK_STAT_SIGNALING_PATHWAY 0.0402650 0.2517580 0.3217759 0.7427375 1.5976045 7 STAT1;ERBB2;VEGFA;STAT3;EGFR
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_DCTN1_TO_RETROGRADE_AXONAL_TRANSPORT 0.0624677 0.3322004 0.3217759 0.5791885 1.5875304 17 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_REFERENCE_CCR_CXCR_GNB_G_PI3K_RAC_SIGNALING_PATHWAY 0.0329492 0.2105315 0.3217759 0.4935124 1.5846367 30 CCL4;CCL2;CCL3;GNGT2;GNB4;PIK3CG
KEGG_MEDICUS_PATHOGEN_ESCHERICHIA_EAE_TIR_TCCP_TO_ACTIN_SIGNALING_PATHWAY 0.0363744 0.2297526 0.3217759 0.6034428 1.5727262 14 ARPC1B;ACTR3;ARPC5L;ACTB;ACTR2;ARPC2;ARPC5;ARPC4;ACTG1
KEGG_MEDICUS_REFERENCE_CDC25_CELL_CYCLE_G2_M 0.0510544 0.3038719 0.3217759 0.6664452 1.5704976 10 CHEK1;CDK1;CDC25B;CCNB2;CHEK2;CCNB1;CDC25C
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_CROSSTALK_BETWEEN_EXTRINSIC_AND_INTRINSIC_APOPTOTIC_PATHWAYS 0.0588235 0.3289256 0.2878571 0.6355323 1.5406145 11 BID;FAS;BAK1;CASP3;APP;BAX
KEGG_MEDICUS_REFERENCE_INACTIVATION_OF_CONDENSIN_I 0.0703519 0.3483825 0.2878051 0.7373552 1.5390897 6 NCAPD2;NCAPG;SMC4;NCAPH;CSNK2A2
KEGG_MEDICUS_PATHOGEN_HIV_GP120_TO_CXCR4_GNAQ_PLCB_G_CALCINEURIN 0.0829928 0.3891860 0.2878051 0.5612541 1.5383731 17 CCR5;PLCG2;CXCR4;CALM3;NFATC3
KEGG_MEDICUS_REFERENCE_LECTIN_PATHWAY_OF_COAGULATION_CASCADE_FIBRINOGEN_TO_FIBRIN 0.0585480 0.3289256 0.2878571 0.6501541 1.5321072 10 FGG;FCN1;FCN3;FGB
KEGG_MEDICUS_PATHOGEN_HIV_TAT_NEF_TO_CROSSTALK_BETWEEN_EXTRINSIC_AND_INTRINSIC_APOPTOTIC_PATHWAYS 0.0683962 0.3459830 0.2663507 0.6841586 1.5255045 8 BID;BAK1;CASP3;BAX;CASP8
KEGG_MEDICUS_VARIANT_AMPLIFIED_REL_TO_TRANSCRIPTION 0.0683962 0.3459830 0.2663507 0.6814666 1.5195019 8 BIRC3;BCL2A1;CD40;TRAF1;CCND2
KEGG_MEDICUS_REFERENCE_LEWIS_X_ANTIGEN_BIOSYNTHESIS 0.0600462 0.3289256 0.2820134 0.7628968 1.5122065 5 FUT3;FUT4
KEGG_MEDICUS_REFERENCE_IL1_IL1R_P38_SIGNALING_PATHWAY 0.0900861 0.4097946 0.2878051 0.5515914 1.5118881 17 IL1B;ZFP36;MYD88;MAP2K3;MAP3K7;IRAK1;IL1R1;MAP2K6;IL1RAP
KEGG_MEDICUS_REFERENCE_ORGANIZATION_OF_THE_INNER_KINETOCHORE 0.0585449 0.3289256 0.3217759 0.5773948 1.5048384 14 CENPW;CENPA;CENPN;CENPM;CENPO;CENPL;CENPI;CENPQ
KEGG_MEDICUS_REFERENCE_MEVALONATE_PATHWAY 0.0620525 0.3322004 0.2820134 0.6073636 1.4877520 12 FDPS;IDI1;MVD;ACAT2;HMGCS1
KEGG_MEDICUS_REFERENCE_IGG_FCGR_RAC_SIGNALING_PATHWAY 0.0801887 0.3845423 0.2450418 0.6665615 1.4862673 8 FCGR3A;FCGR3B;RAC2;FCGR2A
KEGG_MEDICUS_REFERENCE_SPINDLE_ASSEMBLY_CHECKPOINT_SIGNALING 0.0693084 0.3459830 0.2878051 0.5100385 1.4772987 21 CDC20;PTTG2;PTTG1;MAD2L1;MAD2L2;BUB1B
KEGG_MEDICUS_VARIANT_AMPLIFIED_MYCN_TO_TRANSCRIPTIONAL_REPRESSION 0.0807601 0.3845423 0.2450418 0.7029582 1.4672924 6 MYCN;MAX
KEGG_MEDICUS_VARIANT_TEL_AML1_FUSION_TO_TRANSCRIPTIONAL_REPRESSION 0.0870588 0.4021598 0.2343926 0.6050808 1.4667961 11 GZMB;HDAC2
KEGG_MEDICUS_REFERENCE_CITRATE_CYCLE_FIRST_CARBON_OXIDATION 0.1042654 0.4451054 0.2139279 0.6329181 1.4600077 9 IDH2;IDH1;IDH3G;ACLY;ACO2
KEGG_MEDICUS_REFERENCE_PROMOTION_OF_MICROTUBULE_GROWTH 0.0778666 0.3825351 0.2878051 0.5026724 1.4559633 21 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A;TUBA1B;MAPRE1
KEGG_MEDICUS_REFERENCE_NOD_NFKB_SIGNALING_PATHWAY 0.1042654 0.4451054 0.2139279 0.6280862 1.4488616 9 RIPK2;NOD2;NFKBIA;NFKB1;NOD1;IKBKG
KEGG_MEDICUS_REFERENCE_TNF_P38_SIGNALING_PATHWAY 0.0638298 0.3348359 0.2765006 0.4743751 1.4425421 24 TNF;CREB3L2;ATF4;RPS6KA4;TRADD;CREB3L1;MAP2K3;MAP3K7;TRAF2;CREB5;RIPK1
KEGG_MEDICUS_REFERENCE_BRANCHING_MICROTUBULE_NUCLEATION 0.0593824 0.3289256 0.2878571 0.4436972 1.4399665 31 TUBB3;TPX2;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;HAUS8;TUBA1A;TUBB4A
KEGG_MEDICUS_PATHOGEN_HIV_GP120_TO_CXCR4_GNB_G_RAC_SIGNALING_PATHWAY 0.0581395 0.3289256 0.2878571 0.4577796 1.4369719 26 CCR5;CXCR4;RAC2;GNGT2;GNB4;CFL1;GNG5;PAK1;GNG7;GNG4;LIMK1
KEGG_MEDICUS_PATHOGEN_HTLV_1_TAX_TO_SPINDLE_ASSEMBLY_CHECKPOINT_SIGNALING 0.0647482 0.3367995 0.2765006 0.5381105 1.4358037 16 CDC20;PTTG2;PTTG1
KEGG_MEDICUS_REFERENCE_ANGII_AT1R_NOX2_SIGNALING_PATHWAY 0.1084906 0.4482414 0.2089550 0.6437705 1.4354489 8 MMP9;CYBB;VCAM1;IL6;NFKB1
KEGG_MEDICUS_REFERENCE_PDL_PD1_SHP_PI3K_SIGNALING_PATHWAY 0.1137441 0.4571921 0.2042948 0.6213809 1.4333940 9 PDCD1;CD274;PTPN6;PIK3CD;PDCD1LG2
KEGG_MEDICUS_PATHOGEN_KSHV_VCYCLIN_TO_CELL_CYCLE_G1_S 0.1068884 0.4482414 0.2114002 0.6843428 1.4284365 6 E2F3;E2F1;E2F2;CDK6;CDK4
KEGG_MEDICUS_PATHOGEN_HSV_GD_TO_HVEM_NFKB_SIGNALING_PATHWAY 0.0954654 0.4190998 0.2249661 0.5824475 1.4267194 12 CCL2;BIRC3;NFKBIA;NFKB1;TNFRSF14;TRAF2;IKBKG
KEGG_MEDICUS_REFERENCE_MICROTUBULE_NUCLEATION 0.0627907 0.3322004 0.2765006 0.4535242 1.4236142 26 TUBB3;TPX2;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_REFERENCE_COHESIN_DISSOCIATION_IN_PROPHASE 0.0660377 0.3406447 0.2712886 0.5371692 1.4106905 15 CDCA5;CDK1;PLK1;AURKB;PPP2R5D;PPP2R5C
KEGG_MEDICUS_REFERENCE_BLOOD_GROUP_H_O_ANTIGEN_TYPE_1_BIOSYNTHESIS 0.1177829 0.4673565 0.1978220 0.7116664 1.4106582 5 B3GNT5;FUT2
KEGG_MEDICUS_PATHOGEN_HIV_VPR_TO_CDC25_CELL_CYCLE_G2M 0.1194379 0.4709050 0.1978220 0.5979491 1.4090846 10 CHEK1;CDK1;CCNB2;CCNB1;CDC25C;ATR
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_AGE_RAGE_SIGNALING_PATHWAY 0.0938967 0.4190998 0.2249661 0.5115949 1.4022593 17 TNF;MAPK1;IL6;APP;NFKB1;NRAS;RAF1
KEGG_MEDICUS_REFERENCE_EGF_JAK_STAT_SIGNALING_PATHWAY 0.1253071 0.4847819 0.1978220 0.6498402 1.3977854 7 STAT1;STAT5A;STAT3;EGFR
KEGG_MEDICUS_PATHOGEN_EBV_EBNA2_TO_RBP_JK_MEDIATED_TRANSCRIPTION 0.1253071 0.4847819 0.1978220 0.6494323 1.3969080 7 RUNX3;CR2
KEGG_MEDICUS_PATHOGEN_HIV_GP120_TO_CXCR4_GNAI_PI3K_BAD_SIGNALING_PATHWAY 0.1169451 0.4670259 0.2020717 0.5699544 1.3961172 12 CCR5;CXCR4;PIK3CD
KEGG_MEDICUS_REFERENCE_TYPE_I_IFN_SIGNALING_PATHWAY 0.1129032 0.4567784 0.2020717 0.4957405 1.3819797 18 STAT1;IFNAR2;STAT2;IRF7
KEGG_MEDICUS_REFERENCE_IL6_FAMILY_TO_JAK_STAT_SIGNALING_PATHWAY 0.0796253 0.3845423 0.2450418 0.4348735 1.3814890 27 STAT1;IL27RA;OSM;IL6;IL6R;JAK2;IL4R;IL27
KEGG_MEDICUS_REFERENCE_TLR2_4_MAPK_SIGNALING_PATHWAY 0.0906977 0.4097946 0.2279872 0.4394821 1.3795358 26 TLR2;MAPK1;MYD88;MAP2K3;TLR4;MAP3K7;MAPK13;IRAK1;FOS;MAP2K6;JUN;MAP2K2;MAPK14;MAP2K1
KEGG_MEDICUS_REFERENCE_AHR_SIGNALING_PATHWAY 0.1509434 0.5561545 0.1752040 0.6084074 1.3565980 8 VEGFA;IL6;CYP1B1;PTGS2
KEGG_MEDICUS_PATHOGEN_HPV_E7_TO_CELL_CYCLE_G1_S 0.1448931 0.5402942 0.1797823 0.6464737 1.3493917 6 E2F3;E2F1;E2F2;RBL1
KEGG_MEDICUS_PATHOGEN_SARS_COV_2_S_N_TO_LECTIN_PATHWAY_OF_COAGULATION_CASCADE 0.1520190 0.5568033 0.1752040 0.6399194 1.3357109 6 FCN1;FCN3
KEGG_MEDICUS_REFERENCE_WEE1_CELL_CYCLE_G2_M 0.1769042 0.6257353 0.1644058 0.6195533 1.3326392 7 CHEK1;CDK1;CCNB2;CCNB1;WEE1;ATR
KEGG_MEDICUS_REFERENCE_TIGHT_JUNCTION_ACTIN_SIGNALING_PATHWAY 0.1094891 0.4488326 0.2114002 0.4058685 1.3262537 33 ARPC1B;ACTR3;ARPC5L;CLDN4;ACTB;ACTR2;CLDN1;ARPC2;ARPC5;CLDN10;CLDN14;ARPC4;ACTG1;CLDN7;CLDN23
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SOPE_E2_TO_NOD_NFKB_SIGNALING_PATHWAY 0.1919431 0.6510942 0.1541910 0.5696234 1.3140004 9 RIPK2;NFKBIA;NFKB1;NOD1;IKBKG;RELA;CDC42
KEGG_MEDICUS_PATHOGEN_ARSENIC_TO_ELECTRON_TRANSFER_IN_COMPLEX_II 0.1805226 0.6312152 0.1596467 0.6240480 1.3025824 6 SDHA;GSTO1;SDHD;SDHC;SDHB
KEGG_MEDICUS_REFERENCE_AGE_RAGE_SIGNALING_PATHWAY 0.1606715 0.5816119 0.1709323 0.4867316 1.2987129 16 TNF;MAPK1;IL6;NFKB1;NRAS;RAF1
KEGG_MEDICUS_REFERENCE_TESTOSTERONE_BIOSYNTHESIS 0.2060890 0.6714162 0.1473312 0.5480195 1.2914239 10 HSD17B2;SRD5A1
KEGG_MEDICUS_REFERENCE_ATR_P21_CELL_CYCLE_G2_M 0.2132701 0.6848823 0.1455161 0.5555380 1.2815083 9 CHEK1;CDK1;CCNB2;CCNB1;CDKN1A;ATR
KEGG_MEDICUS_REFERENCE_CCR2_GNB_G_PI3K_NFKB_SIGNALING_PATHWAY 0.1330166 0.5051368 0.1882041 0.3925884 1.2740992 31 CCL2;CCR2;GNGT2;GNB4;NFKBIA;PIK3CD;NFKB1;GNG5;IKBKG;GNG7;GNG4
KEGG_MEDICUS_PATHOGEN_EBV_LMP1_TO_NFKB_SIGNALING_PATHWAY 0.2305882 0.7002262 0.1388051 0.5243684 1.2711386 11 TRADD;NFKBIA;MAP3K7;NFKB1;IKBKG;RELA;TAB2
KEGG_MEDICUS_REFERENCE_TYPE_I_INTERFERON_TO_JAK_STAT_SIGNALING_PATHWAY 0.1947743 0.6516512 0.1531588 0.4439196 1.2511522 19 STAT1;IFNAR2;STAT2
KEGG_MEDICUS_REFERENCE_LONG_PATCH_BER 0.1924883 0.6510942 0.1531588 0.4561014 1.2501541 17 RFC4;FEN1;RFC2;PCNA;POLE3;POLE2;RFC3;LIG1;POLD1
KEGG_MEDICUS_REFERENCE_TAC3_TACR3_PLC_PKC_SIGNALING_PATHWAY 0.2271663 0.7002262 0.1395997 0.5298813 1.2486808 10 PRKCB;PLCB4;PLCB2
KEGG_MEDICUS_VARIANT_IGH_MMSET_FUSION_TO_TRANSCRIPTIONAL_ACTIVATION 0.1272366 0.4891891 0.1752040 0.9306965 1.2445924 1 CCND2
KEGG_MEDICUS_REFERENCE_LECTIN_PATHWAY_OF_COAGULATION_CASCADE_PROTHROMBIN_TO_THROMBIN 0.2358491 0.7086921 0.1372508 0.5580158 1.2442372 8 FCN1;FCN3
KEGG_MEDICUS_PATHOGEN_KSHV_K15_TO_TNF_NFKB_SIGNALING_PATHWAY 0.2452830 0.7128178 0.1342735 0.5525955 1.2321513 8 NFKBIA;MAP3K7;NFKB1;TRAF2;IKBKG;RELA
KEGG_MEDICUS_PATHOGEN_HBV_LHBS_TO_PKC_ERK_SIGNALING_PATHWAY 0.2529833 0.7198604 0.1328463 0.4997722 1.2242042 12 PRKCB;MAPK1;RAF1;FOS;JUN;MAP2K2;MAP2K1;PRKCA
KEGG_MEDICUS_REFERENCE_DISASSEMBLY_OF_MCC 0.2276995 0.7002262 0.1395997 0.4406433 1.2077842 17 CDC20;MAD2L1;TRIP13;BUB1B;CDC26;MAD2L1BP;CDC16
KEGG_MEDICUS_ENV_FACTOR_METALS_TO_NFKB_SIGNALING_PATHWAY 0.2429245 0.7128178 0.1350020 0.4596291 1.2070579 15 PRKD3;NFKBIA;NFKB1;PRKD2;IKBKG;PTPRJ;SRC;RELA
KEGG_MEDICUS_REFERENCE_TSH_DUOX2_TG_SIGNALING_PATHWAY 0.2696897 0.7289867 0.1281429 0.4896067 1.1993035 12 PRKCB;PLCB4;PLCB2
KEGG_MEDICUS_REFERENCE_REGULATION_OF_GF_RTK_RAS_ERK_SIGNALING_MRAS_SHOC2_PP1_HOLOPHOSPHATASE 0.2688679 0.7289867 0.1275053 0.5360834 1.1953334 8 MRAS;PPP1CA;RAF1;PPP1CB;PPP1CC
KEGG_MEDICUS_REFERENCE_CXCR4_GNAQ_PLCB_G_CALCINEURIN_SIGNALING_PATHWAY 0.2293144 0.7002262 0.1395997 0.4115367 1.1919936 21 PLCG2;CXCR4;PLCB4;PLCB2;CALM3;NFATC3
KEGG_MEDICUS_VARIANT_AMPLIFIED_PDGFR_TO_PLCG_CAMK_SIGNALING_PATHWAY 0.2764977 0.7390746 0.1238422 0.4554620 1.1870504 14 PLCG2;CAMK1D;CAMK2D;PDGFRA;CALM3
KEGG_MEDICUS_PATHOGEN_KSHV_MIR2_TO_CELL_SURFACE_MOLECULE_ENDOCYTOSIS 0.2874109 0.7426221 0.1232572 0.5667052 1.1828902 6 ICAM1;IFNGR1;CLEC2B
KEGG_MEDICUS_REFERENCE_GLYCOLYSIS 0.2358491 0.7086921 0.1372508 0.3907283 1.1735692 23 PFKP;LDHC;LDHB;ENO1;PFKL;GAPDH;GPI;PKM;PGAM1;LDHA;PGK1
KEGG_MEDICUS_REFERENCE_ACTIVATION_OF_PRC2.2_BY_UBIQUITINATION_OF_H2AK119_IN_GERMLINE_GENES 0.2238095 0.6996873 0.1420566 0.3815018 1.1725959 25 EZH2;JARID2;HDAC2;TFDP1;EED;WDR5
KEGG_MEDICUS_REFERENCE_CXCR4_GNB_G_PLCB_PKC_SIGNALING_PATHWAY 0.2375297 0.7102941 0.1372508 0.3591626 1.1656196 31 PRKCB;CXCR4;GNGT2;GNB4;PLCB4;PLCB2;PTK2B;GNG5
KEGG_MEDICUS_PATHOGEN_HCV_CORE_TO_ERK_SIGNALING_PATHWAY 0.2962963 0.7545607 0.1193484 0.4585711 1.1649807 13 MAPK1;YWHAQ;YWHAH;RAF1;YWHAZ;MAP2K2;MAP2K1
KEGG_MEDICUS_ENV_FACTOR_NNK_NNN_TO_PI3K_SIGNALING_PATHWAY_N01339 0.2997658 0.7573675 0.1193484 0.4935929 1.1631661 10 BIRC5;PIK3CD;NFKB1;AKT1;RELA;MTOR
KEGG_MEDICUS_REFERENCE_PKR_EIF2ALPHA_SIGNALING_PATHWAY 0.3120393 0.7726093 0.1198878 0.5403079 1.1621848 7 EIF2B3;EIF2S1;EIF2AK2;EIF2B5;EIF2B4;EIF2B1;EIF2B2
KEGG_MEDICUS_REFERENCE_IL1_IL1R_JNK_SIGNALING_PATHWAY 0.2660333 0.7289867 0.1287887 0.4102191 1.1561703 19 IL1B;MYD88;MAP3K7;IRAK1;IL1R1;FOS;IL1RAP;JUN
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_ANTEROGRADE_AXONAL_TRANSPORT 0.2582160 0.7265258 0.1301056 0.3911388 1.1549133 22 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;APP;TUBB4A;CAPN2
KEGG_MEDICUS_VARIANT_TMPRSS2_ERG_FUSION_TO_TRANSCRIPTIONAL_ACTIVATION 0.3194103 0.7789687 0.1182875 0.5364243 1.1538313 7 MMP9;MMP3;PLAU;IL1R2
KEGG_MEDICUS_REFERENCE_N_GLYCAN_BIOSYNTHESIS 0.2829736 0.7390746 0.1250334 0.4304914 1.1486510 16 ST6GAL1;MGAT1;B4GALT3;MOGS;MAN1A1;GANAB;B4GALT1;B4GALT2
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_MACHR_CA2_APOPTOTIC_PATHWAY 0.2671395 0.7289867 0.1281429 0.3956943 1.1461070 21 CHRM1;SLC25A5;ITPR3;PLCB4;PLCB2;APP
KEGG_MEDICUS_REFERENCE_OKAZAKI_FRAGMENT_MATURATION 0.3223529 0.7789687 0.1147507 0.4701465 1.1396975 11 FEN1;RNASEH2A;PCNA;DNA2;RNASEH2B;LIG1;POLD1
KEGG_MEDICUS_REFERENCE_CXCR4_GNB_G_RAC_SIGNALING_PATHWAY 0.2581395 0.7265258 0.1294429 0.3627826 1.1387761 26 CXCR4;RAC2;GNGT2;GNB4;CFL1;GNG5;PAK1;GNG7;GNG4;LIMK1
KEGG_MEDICUS_REFERENCE_BLOOD_GROUP_H_O_ANTIGEN_TYPE_2_BIOSYNTHESIS 0.3277910 0.7789687 0.1142665 0.5432557 1.1339438 6 B3GNT5;B4GALT3;B4GALT4;B4GALT1;B4GALT2
KEGG_MEDICUS_VARIANT_ERBB2_OVEREXPRESSION_TO_PI3K_SIGNALING_PATHWAY 0.3317422 0.7789687 0.1137873 0.4598625 1.1264444 12 ERBB2;PIK3CD;EGFR;AKT1;RPS6KB2
KEGG_MEDICUS_REFERENCE_TNF_NFKB_SIGNALING_PATHWAY 0.3093525 0.7690330 0.1188150 0.4204765 1.1219290 16 TNF;TRADD;NFKBIA;MAP3K7;NFKB1;TRAF2;IKBKG;RIPK1
KEGG_MEDICUS_REFERENCE_ANTEROGRADE_AXONAL_TRANSPORT 0.2924528 0.7511548 0.1215433 0.3713540 1.1153776 23 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_REFERENCE_LECTIN_PATHWAY_OF_COMPLEMENT_CASCADE_C4_C2_TO_C3_CONVERTASE_FORMATION 0.3372365 0.7789687 0.1114627 0.4712003 1.1103974 10 C2;FCN1;FCN3
KEGG_MEDICUS_REFERENCE_LIGHT_HVEM_NFKB_SIGNALING_PATHWAY 0.3372365 0.7789687 0.1114627 0.4710055 1.1099381 10 TNFSF14;NFKBIA;NFKB1;TNFRSF14;TRAF2;IKBKG
KEGG_MEDICUS_REFERENCE_MACHR_CA2_APOPTOTIC_PATHWAY 0.3253589 0.7789687 0.1152400 0.3893513 1.1092028 20 CHRM1;SLC25A5;ITPR3;PLCB4;PLCB2
KEGG_MEDICUS_ENV_FACTOR_TCDD_TO_AHR_SIGNALING_PATHWAY 0.3169014 0.7789687 0.1157344 0.3752305 1.1079409 22 GSTA5;GSTA2;GSTA1;GSTP1;MGST1;GSTA4;GSTO1
KEGG_MEDICUS_REFERENCE_COHESIN_DISSOCIATION_IN_ANAPHASE 0.3285372 0.7789687 0.1147507 0.4150318 1.1074011 16 CDC20;PTTG1;CDC26;CDC16
KEGG_MEDICUS_REFERENCE_MISMATCH_REPAIR 0.2953488 0.7545607 0.1198878 0.3527216 1.1071945 26 EXO1;RFC4;RFC2;PCNA;RPA2;POLE3;MSH2;POLE2;RFC3;LIG1;POLD1;MSH6;RPA1
KEGG_MEDICUS_ENV_FACTOR_ZN_TO_ANTEROGRADE_AXONAL_TRANSPORT 0.3225806 0.7789687 0.1133129 0.3968688 1.1063543 18 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SIFA_TO_MICROTUBULE_PLUS_END_DIRECTED_TRANSPORT 0.3073286 0.7686544 0.1182875 0.3636966 1.1059763 24 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_PATHOGEN_SHIGELLA_FIMA_TO_CROSSTALK_BETWEEN_EXTRINSIC_AND_INTRINSIC_APOPTOTIC_PATHWAYS 0.3562945 0.7789687 0.1088201 0.5274926 1.1010412 6 HK3;BAX;HKDC1;HK2;HK1;VDAC1
KEGG_MEDICUS_REFERENCE_P16_CELL_CYCLE_G1_S 0.3395785 0.7789687 0.1110115 0.4669913 1.1004786 10 CDKN2A;E2F3;E2F1;CCND2;E2F2;CDK6;CCND3;CDK4
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PRKN_TO_INTRINSIC_APOPTOTIC_PATHWAY 0.3533487 0.7789687 0.1075544 0.5544824 1.0990895 5 CASP3;BAX;CYCS
KEGG_MEDICUS_ENV_FACTOR_IRON_TO_ANTEROGRADE_AXONAL_TRANSPORT 0.3294931 0.7789687 0.1119183 0.3934133 1.0967214 18 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_REFERENCE_ACH_CHRN_RAS_ERK_SIGNALING_PATHWAY 0.3373206 0.7789687 0.1128434 0.3848295 1.0963208 20 CREB3L2;MAPK1;ATF4;CREB3L1;NRAS;RAF1;CREB5
KEGG_MEDICUS_REFERENCE_TLR7_8_9_IRF5_SIGNALING_PATHWAY 0.3497653 0.7789687 0.1092500 0.3987115 1.0928507 17 TLR8;MYD88;IRF5;TLR9;IRAK1;TLR7
KEGG_MEDICUS_ENV_FACTOR_DCE_TO_DNA_ADDUCTS 0.3502304 0.7789687 0.1079724 0.3913671 1.0910173 18 GSTA5;GSTA2;GSTA1;GSTP1;MGST1;GSTA4;GSTO1
KEGG_MEDICUS_VARIANT_AMPLIFIED_EGFR_TO_PLCG_CAMK_SIGNALING_PATHWAY 0.3778802 0.8010542 0.1031975 0.4176699 1.0885544 14 PLCG2;CAMK1D;CAMK2D;CALM3;EGFR;PLCG1
KEGG_MEDICUS_REFERENCE_CITRATE_CYCLE_SECOND_CARBON_OXIDATION_2 0.3606557 0.7801171 0.1071402 0.4575436 1.0782149 10 SDHA;FH;SDHD;SDHC;SUCLG1;SDHB;MDH1;MDH2
KEGG_MEDICUS_REFERENCE_KEAP1_NRF2_SIGNALING_PATHWAY 0.3466981 0.7789687 0.1101223 0.3584850 1.0767249 23 GSTA5;GSTA2;GSTA1;GSTP1;MGST1;GSTA4;GSTO1
KEGG_MEDICUS_PATHOGEN_KSHV_VFLIP_TO_TNF_NFKB_SIGNALING_PATHWAY 0.3906634 0.8060688 0.1051251 0.5005683 1.0767062 7 NFKBIA;NFKB1;TRAF2;IKBKG;RELA
KEGG_MEDICUS_REFERENCE_CHOLESTEROL_BIOSYNTHESIS 0.3750000 0.8010542 0.1039585 0.4230528 1.0747480 13 LBR;DHCR7;SQLE;EBP;NSDHL;MSMO1
KEGG_MEDICUS_REFERENCE_UREA_CYCLE 0.3800475 0.8028990 0.1047328 0.5148830 1.0747211 6 ASS1;ARG2
KEGG_MEDICUS_VARIANT_DAB1_OVEREXPRESSION_TO_RELN_VLDLR_PI3K_SIGNALING_PATHWAY 0.3933649 0.8074776 0.1024494 0.4641922 1.0707930 9 VLDLR;PIK3CD;DAB1;AKT1
KEGG_MEDICUS_REFERENCE_ICOSLG_ICOS_PI3K_SIGNALING_PATHWAY 0.3981043 0.8074776 0.1017139 0.4611943 1.0638774 9 ICOS;PIK3CD;ICOSLG;AKT1
KEGG_MEDICUS_REFERENCE_KISS1_KISS1R_PLCB_PKC_SIGNALING_PATHWAY 0.3882353 0.8060688 0.1028218 0.4383527 1.0626252 11 PRKCB;PLCB4;PLCB2
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SNCA_TO_ANTEROGRADE_AXONAL_TRANSPORT 0.3617021 0.7801171 0.1075544 0.3493802 1.0624410 24 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_ENV_FACTOR_NNK_NNN_TO_CHRNA7_E2F_SIGNALING_PATHWAY 0.4028436 0.8074776 0.1009906 0.4583231 1.0572542 9 E2F1;BIRC5;CDC25A;RAF1;CDC6;SRC
KEGG_MEDICUS_REFERENCE_MGLUR1_TRPC3_SIGNALING_PATHWAY 0.4074074 0.8074776 0.0988903 0.4143847 1.0527270 13 PRKCB;ITPR3;PLCB4;PLCB2
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_IRE1A_JNK_SIGNALING_PATHWAY 0.4061758 0.8074776 0.1006334 0.5018167 1.0474476 6 MAP3K5;APP
KEGG_MEDICUS_REFERENCE_MDM2_P21_CELL_CYCLE_G1_S_N00066 0.4143519 0.8168274 0.0978773 0.4096120 1.0406022 13 CDKN2A;E2F3;E2F1;CCND2;E2F2;CDK6;CCND3;CDK4;CDKN1A
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_ANTEROGRADE_AXONAL_TRANSPORT 0.4000000 0.8074776 0.1017139 0.3373990 1.0370402 25 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 0.4436620 0.8328375 0.0946646 0.3505396 1.0350361 22 SLC25A5;ITPR3;PLCB4;PLCB2;CASP3;APP
KEGG_MEDICUS_VARIANT_LOSS_OF_RASSF1_TO_RAS_RASSF1_SIGNALING_PATHWAY 0.4180523 0.8189062 0.0988903 0.4954738 1.0342079 6 RASSF5;NRAS;STK4;RASSF1
KEGG_MEDICUS_REFERENCE_ARL8_REGULATED_MICROTUBULE_PLUS_END_DIRECTED_TRANSPORT 0.4261905 0.8261393 0.0978773 0.3208366 1.0301857 30 TUBB3;TUBB;TUBA4A;TUBB6;TUBA1C;TUBB2A;TUBA1A;TUBB4A
KEGG_MEDICUS_REFERENCE_GLYCOGEN_DEGRADATION_AMYLASE_ 0.4263039 0.8261393 0.0949752 0.5989211 1.0299040 3 AMY1C;GAA
KEGG_MEDICUS_REFERENCE_ITGA_B_TALIN_VINCULIN_SIGNALING_PATHWAY 0.4428571 0.8328375 0.0956031 0.3178782 1.0206864 30 ITGB7;ITGB6;ACTB;ACTN1;ITGA4;ACTN4;ITGB4;ITGA9;ACTG1;ITGB8;VCL;FN1;ITGA5
KEGG_MEDICUS_REFERENCE_TLR3_NFKB_SIGNALING_PATHWAY 0.4496487 0.8333310 0.0937465 0.4306302 1.0147927 10 NFKBIA;MAP3K7;NFKB1;IKBKG;RELA;TLR3
KEGG_MEDICUS_PATHOGEN_SALMONELLA_AVRA_TO_BETA_CATENIN_SIGNALING_PATHWAY 0.4465558 0.8328375 0.0949752 0.4861294 1.0147033 6 TCF7L1;TCF7
KEGG_MEDICUS_REFERENCE_N_GLYCAN_PRECURSOR_BIOSYNTHESIS_ALG6_TO_OST 0.4564706 0.8409384 0.0931455 0.4136038 1.0026303 11 DDOST;RPN1;RPN2;STT3A;ALG6;STT3B
KEGG_MEDICUS_REFERENCE_MGLUR5_CA2_APOPTOTIC_PATHWAY 0.4882629 0.8620367 0.0891647 0.3370363 0.9951652 22 SLC25A5;ITPR3;PLCB4;PLCB2;CASP3
KEGG_MEDICUS_REFERENCE_ALTERNATIVE_PATHWAY_OF_COMPLEMENT_CASCADE_C3B_BREAKDOWN 0.4480370 0.8328375 0.0931455 0.5017099 0.9944845 5 CFH;CD55;CFI
KEGG_MEDICUS_REFERENCE_ACTIVATION_OF_PRC2.2_BY_UBIQUITINATION_OF_H2AK119 0.4808612 0.8605936 0.0911073 0.3457624 0.9850246 20 EZH2;TRIM27;JARID2;EED
KEGG_MEDICUS_REFERENCE_EGF_EGFR_PLCG_CAMK_SIGNALING_PATHWAY 0.4834906 0.8606785 0.0899861 0.3739955 0.9821709 15 PLCG2;CAMK1D;CAMK2D;CALM3;EGFR;PLCG1
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_ATP2B3_TO_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 0.4952830 0.8641746 0.0886261 0.3266498 0.9811067 23 CREB3L2;CAMK1D;ATF4;CREB3L1;CAMK2D;CALM3;CREB5
KEGG_MEDICUS_REFERENCE_CXCR4_GNA12_13_RHO_SIGNALING_PATHWAY 0.4810427 0.8605936 0.0905429 0.4248331 0.9799998 9 CXCR4;ARHGEF1;GNA12;GNA13;ROCK2
KEGG_MEDICUS_VARIANT_EML4_ALK_FUSION_KINASE_TO_PLCG_ERK_SIGNALING_PATHWAY 0.4838710 0.8606785 0.0886261 0.3749874 0.9773129 14 PLCG2;PRKCB;MAPK1
KEGG_MEDICUS_REFERENCE_WNT_SIGNALING_MODULATION_WNT_ACYLATION 0.4940618 0.8641746 0.0891647 0.3462946 0.9760039 19 WNT6;WNT10A;WNT2
KEGG_MEDICUS_REFERENCE_KERATAN_SULFATE_DEGRADATION 0.4734411 0.8544025 0.0899861 0.4921467 0.9755283 5 HEXA;GLB1;HEXB;GALNS
KEGG_MEDICUS_REFERENCE_REGULATION_OF_COMPLEMENT_CASCADE_CFHR 0.5059382 0.8667936 0.0878313 0.4662027 0.9731101 6 CFH;CFHR3
KEGG_MEDICUS_REFERENCE_ESTABLISHMENT_OF_COHESION 0.5083135 0.8667936 0.0875697 0.4639506 0.9684092 6 CDCA5;STAG1
KEGG_MEDICUS_REFERENCE_TNF_JNK_SIGNALING_PATHWAY 0.5059952 0.8667936 0.0883594 0.3619766 0.9658377 16 TNF;TRADD;MAP3K7;TRAF2;RIPK1;FOS;JUN;TNFRSF1A
KEGG_MEDICUS_PATHOGEN_HBV_HBX_TO_CREB_MEDIATED_TRANSCRIPTION 0.5011933 0.8641746 0.0886261 0.3926108 0.9617097 12 CREB3L2;ATF4;CREB3L1;PCNA;CREB5
KEGG_MEDICUS_PATHOGEN_HCMV_US27_TO_CXCR4_GNB_G_PLCB_PKC_SIGNALING_PATHWAY 0.5212264 0.8786317 0.0857844 0.4306292 0.9601966 8 PRKCB;PTK2B
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_EGFR_TO_PLCG_ERK_SIGNALING_PATHWAY 0.5138249 0.8710168 0.0852885 0.3653665 0.9522384 14 PLCG2;PRKCB;MAPK1
KEGG_MEDICUS_REFERENCE_WNT_SIGNALING_MODULATION_WNT_INHIBITOR 0.5223529 0.8786317 0.0855357 0.2974919 0.9508456 28 WNT6;WNT10A;WNT2;SFRP1;TRABD2A
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SOPB_TO_ANXA2_S100A10_REGULATED_ACTIN_CYTOSKELETON 0.5150115 0.8710168 0.0852885 0.4787687 0.9490107 5 ACTB;S100A10;ACTG1;ANXA2
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_DJ1_TO_FAS_JNK_SIGNALING_PATWHAY 0.5249406 0.8805914 0.0857844 0.4532362 0.9460449 6 MAP3K5;DAXX
KEGG_MEDICUS_VARIANT_AMPLIFIED_MYCN_TO_TRANSCRIPTIONAL_ACTIVATION 0.5273159 0.8821853 0.0855357 0.4525255 0.9445616 6 MYCN;MAX
KEGG_MEDICUS_PATHOGEN_KSHV_VGPCR_TO_GNB_G_ERK_SIGNALING_PATHWAY 0.5486936 0.8961513 0.0833634 0.2898083 0.9405383 31 GNGT2;MAPK1;VEGFA;GNB4;HIF1A;GNG5;NRAS;RAF1;FOS;GNG7;GNG4
KEGG_MEDICUS_REFERENCE_IRE1A_JNK_SIGNALING_PATHWAY 0.5380835 0.8944641 0.0862866 0.4372275 0.9404622 7 MAP3K5;TRAF2
KEGG_MEDICUS_REFERENCE_EXTRINSIC_APOPTOTIC_PATHWAY 0.5433255 0.8944641 0.0831291 0.3958293 0.9327833 10 TNF;TRADD;CASP3;TRAF2;RIPK1;CASP8;TNFRSF1A
KEGG_MEDICUS_REFERENCE_TLR4_IRF3_7_SIGNALING_PATHWAY 0.5471698 0.8960268 0.0831291 0.4174607 0.9308341 8 TLR4;IRF7;IRF3;TRAF3;IKBKE
KEGG_MEDICUS_REFERENCE_BETA_OXIDATION_ACYL_COA_SYNTHESIS 0.5411765 0.8944641 0.0835991 0.3818236 0.9255911 11 ACSL1;ACSL5;ACSL4
KEGG_MEDICUS_REFERENCE_ERK_RSK_SIGNALING 0.5653207 0.9005690 0.0817516 0.4420829 0.9227646 6 MAPK1;RPS6KA3;RPS6KA1
KEGG_MEDICUS_PATHOGEN_KSHV_VFLIP_TO_NFKB_SIGNALING_PATHWAY 0.5724466 0.9016397 0.0810802 0.4410079 0.9205206 6 NFKBIA;NFKB1;IKBKG;RELA
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_RASD1_TO_CRHR_PKA_ACTH_SIGNALING_PATHWAY 0.5831382 0.9053534 0.0793435 0.2890093 0.9181133 27 RASD1;POMC;CREB3L2;ADCY7;ATF4;CREB3L1
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PINK1_TO_INTRINSIC_APOPTOTIC_PATHWAY_N01050 0.5724466 0.9016397 0.0810802 0.4394159 0.9171977 6 CASP3;BAX;CYCS
KEGG_MEDICUS_PATHOGEN_HIV_NEF_TO_TNF_NFKB_SIGNALING_PATHWAY 0.5552995 0.8970374 0.0810802 0.3518383 0.9169806 14 TRADD;NFKBIA;MAP3K7;NFKB1;TRAF2;IKBKG;RIPK1
KEGG_MEDICUS_PATHOGEN_YERSINIA_YOPP_J_TO_TLR2_4_MAPK_SIGNALING_PATHWAY 0.5795724 0.9053534 0.0804200 0.4371743 0.9125189 6 MAP2K3;MAP2K6;MAP2K2;MAP2K1;MAP2K4
KEGG_MEDICUS_REFERENCE_EGF_ERBB2_RAS_ERK_SIGNALING_PATHWAY 0.5659472 0.9005690 0.0822055 0.3407067 0.9090845 16 ERBB2;MAPK1;NRAS;RAF1;EGFR;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_REFERENCE_EGF_EGFR_PLCG_ERK_SIGNALING_PATHWAY 0.5707547 0.9016397 0.0808589 0.3458938 0.9083713 15 PLCG2;PRKCB;MAPK1
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_TP53_TO_TRANSCRIPTION 0.5568720 0.8970374 0.0824344 0.3935376 0.9078077 9 BAK1;GADD45A;BAX;CDKN1A;GADD45B
KEGG_MEDICUS_PATHOGEN_HCMV_UL33_TO_GNB_G_RHO_SIGNALING_PATHWAY 0.6350365 0.9263860 0.0768737 0.2736993 0.8943653 33 CREB3L2;GNGT2;GNB4;ATF4;CREB3L1;GNG5;MAPK13;CREB5;GNG7;GNG4
KEGG_MEDICUS_PATHOGEN_HCMV_US28_TO_GNB_G_PI3K_NFKB_SIGNALING_PATHWAY 0.6095238 0.9191626 0.0778840 0.2783487 0.8937597 30 GNGT2;GNB4;IL6;NFKBIA;PIK3CD;NFKB1;GNG5;IKBKG;GNG7;GNG4;AKT1
KEGG_MEDICUS_REFERENCE_ASSEMBLY_AND_TRAFFICKING_OF_TELOMERASE 0.6059908 0.9191626 0.0764767 0.3175641 0.8852760 18 CCT6A;CCT4;GAR1;CCT7;CCT3;TCP1;DKC1
KEGG_MEDICUS_ENV_FACTOR_METALS_TO_JNK_SIGNALING_PATHWAY 0.5919811 0.9092713 0.0789210 0.3965058 0.8841098 8 MAP3K5;FOS;JUN
KEGG_MEDICUS_PATHOGEN_HIV_GP120_TO_TNF_NFKB_SIGNALING_PATHWAY 0.6108491 0.9191626 0.0772747 0.3361825 0.8828679 15 TRADD;NFKBIA;MAP3K7;NFKB1;TRAF2;IKBKG;RIPK1;TNFRSF1A;RELA
KEGG_MEDICUS_REFERENCE_HIF_1_SIGNALING_PATHWAY 0.5853081 0.9053534 0.0797706 0.3812688 0.8795062 9 VEGFA;HIF1A;TGFB1;TGFA
KEGG_MEDICUS_REFERENCE_GLYCOGEN_BIOSYNTHESIS 0.6247031 0.9260128 0.0764767 0.4191139 0.8748212 6 UGP2;GYG1;GYS1
KEGG_MEDICUS_REFERENCE_TNF_RIPK1_3_SIGNALING_PATHWAY 0.6019656 0.9177751 0.0802023 0.4064736 0.8743116 7 TNF;TRADD;TRAF2;RIPK1;TNFRSF1A
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 0.6485849 0.9304033 0.0741759 0.2901726 0.8715459 23 SLC25A5;ITPR3;PLCB4;PLCB2;CASP3
KEGG_MEDICUS_REFERENCE_CHONDROITIN_SULFATE_BIOSYNTHESIS 0.6061321 0.9191626 0.0776799 0.3894809 0.8684460 8 CSGALNACT1;CHPF2;CHST3
KEGG_MEDICUS_REFERENCE_GPCR_PI3K_SIGNALING_PATHWAY 0.6868932 0.9530078 0.0727141 0.2674252 0.8666980 32 CHRM1;GNGT2;GNB4;PIK3CG;LPAR3;GNG5;LPAR2;GNG7;GNG4;LPAR5;AKT1
KEGG_MEDICUS_REFERENCE_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 0.6658824 0.9389093 0.0727141 0.2693613 0.8609345 28 CREB3L2;CAMK1D;ATF4;PLCB4;PLCB2;CREB3L1;CAMK2D;CALM3;CREB5
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_VGCC_CA2_APOPTOTIC_PATHWAY_N01006 0.6346604 0.9263860 0.0749279 0.3649663 0.8600538 10 SLC25A5;APP;CYCS;VDAC3;PPID
KEGG_MEDICUS_REFERENCE_CA2_CAM_VGCC_RYR_SIGNALING_PATHWAY 0.6188235 0.9207975 0.0764767 0.3545363 0.8594429 11 RYR1;CALM3;CACNA1E;CACNA1A
KEGG_MEDICUS_VARIANT_EWSR1_WT1_FUSION_TO_TRANSCRIPTIONAL_ACTIVATION 0.6508314 0.9304033 0.0743625 0.4111746 0.8582494 6 IL2RB;MLF1
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 0.6579572 0.9323225 0.0738053 0.3041521 0.8572287 19 SLC25A5;RYR1;ITPR3;CASP3
KEGG_MEDICUS_VARIANT_AMPLIFIED_PDGFR_TO_PI3K_SIGNALING_PATHWAY 0.6273585 0.9260128 0.0758887 0.3837293 0.8556214 8 PIK3CD;PDGFRA;AKT1;MTOR;PIK3CA;PIK3CB
KEGG_MEDICUS_PATHOGEN_HCMV_GH_TO_ITGA_B_RHOA_SIGNALING_PATHWAY 0.6289926 0.9260128 0.0778840 0.3956393 0.8510073 7 RAC2;SRC
KEGG_MEDICUS_PATHOGEN_HCMV_UL33_TO_GNAQ_PLCB_G_CALCINEURIN_SIGNALING_PATHWAY 0.6579572 0.9323225 0.0738053 0.4054168 0.8462309 6 PLCB4;PLCB2
KEGG_MEDICUS_REFERENCE_NOTCH_MESP2_SIGNALING 0.6581986 0.9323225 0.0723571 0.4211036 0.8347075 5 LFNG;EPHA4;RBPJ;TBX6;RIPPLY2
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_PRKACA_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 0.6643192 0.9388439 0.0727141 0.3016283 0.8267500 17 CREB3L2;ATF4;CREB3L1;CREB5
KEGG_MEDICUS_REFERENCE_EGF_EGFR_PI3K_NFKB_SIGNALING_PATHWAY 0.6751152 0.9433325 0.0709609 0.3163060 0.8243744 14 NFKBIA;PIK3CD;NFKB1;IKBKG;EGFR;AKT1;RELA
KEGG_MEDICUS_ENV_FACTOR_NNK_TO_DNA_ADDUCTS 0.6436526 0.9304033 0.0716527 0.4357715 0.8177577 4 HSD11B1;CBR1
KEGG_MEDICUS_REFERENCE_RAC_CDC42_PAK_ERK_SIGNALING_PATHWAY 0.6955504 0.9564745 0.0702813 0.3450155 0.8130390 10 MAPK1;RAF1;PAK1;MAP2K2;MAP2K1;CDC42
KEGG_MEDICUS_REFERENCE_EGF_EGFR_PLCG_CALCINEURIN_SIGNALING_PATHWAY 0.7098321 0.9564745 0.0704501 0.3024584 0.8070294 16 PLCG2;CALM3;NFATC3;EGFR;PLCG1
KEGG_MEDICUS_REFERENCE_CXCR4_GNAI_PI3K_BAD_SIGNALING_PATHWAY 0.6897375 0.9530078 0.0716527 0.3291072 0.8061562 12 CXCR4;PIK3CD;AKT1;GNAI2
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_CREB_MEDIATED_TRANSCRIPTION 0.7037037 0.9564745 0.0691198 0.3170297 0.8054008 13 CREB3L2;ATF4;CREB3L1;CREB5
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SPTBN2_TO_MGLUR1_TRPC3_SIGNALING_PATHWAY 0.7049180 0.9564745 0.0696133 0.3410323 0.8036525 10 ITPR3;PLCB4;PLCB2;SPTBN2
KEGG_MEDICUS_VARIANT_EGFR_OVEREXPRESSION_TO_PI3K_SIGNALING_PATHWAY 0.7096019 0.9564745 0.0692836 0.3386705 0.7980870 10 PIK3CD;EGFR;AKT1;RPS6KB2;MTOR
KEGG_MEDICUS_VARIANT_TGFA_OVEREXPRESSION_TO_PI3K_SIGNALING_PATHWAY 0.6745283 0.9433325 0.0721798 0.3561249 0.7940704 8 PIK3CD;EGFR;AKT1;TGFA;PIK3CA;PIK3CB
KEGG_MEDICUS_REFERENCE_TGFA_EGFR_PI3K_SIGNALING_PATHWAY 0.6990521 0.9564745 0.0706196 0.3437683 0.7930006 9 PIK3CD;EGFR;AKT1;MTOR;TGFA;PIK3CA;PIK3CB
KEGG_MEDICUS_ENV_FACTOR_METALS_TO_RAS_ERK_SIGNALING_PATHWAY 0.7231504 0.9564745 0.0692836 0.3234180 0.7922204 12 MAPK1;NRAS;RAF1;FOS;JUN;MAP2K2;MAP2K1
KEGG_MEDICUS_REFERENCE_RAB7_REGULATED_MICROTUBULE_MINUS_END_DIRECTED_TRANSPORT 0.8204489 0.9855069 0.0652353 0.2338395 0.7903369 41 TUBB3;TUBB;TUBA4A;TUBB6;RILP;TUBA1C;TUBB2A;TUBA1A;TUBB4A;ACTR1A;DYNLL2;DYNC1H1;TUBA1B
KEGG_MEDICUS_VARIANT_AMPLIFIED_EGFR_TO_PI3K_SIGNALING_PATHWAY 0.6886792 0.9530078 0.0711327 0.3505784 0.7817031 8 PIK3CD;EGFR;AKT1;MTOR;PIK3CA;PIK3CB
KEGG_MEDICUS_REFERENCE_GH_JAK_STAT_SIGNALING_PATHWAY 0.7076167 0.9564745 0.0718276 0.3628731 0.7805283 7 JAK2;STAT5A
KEGG_MEDICUS_REFERENCE_DRD1_GNAS_AC_PKA_SIGNALING_PATHWAY 0.7601918 0.9755923 0.0670513 0.2916612 0.7782197 16 CREB3L2;ATF4;CREB3L1;CREB5
KEGG_MEDICUS_REFERENCE_FLCN_MTORC1_SIGNALING_PATHWAY 0.7465438 0.9658060 0.0659816 0.2984435 0.7778201 14 SLC7A5;RRAGD
KEGG_MEDICUS_REFERENCE_LPA_GNA12_13_RHOA_SIGNALING_PATHWAY 0.7453704 0.9658060 0.0662842 0.3057394 0.7767181 13 LPAR3;LPAR2;ARHGEF1;LPAR5;GNA12;GNA13;ROCK2
KEGG_MEDICUS_VARIANT_MLL_AF4_FUSION_TO_TRANSCRIPTIONAL_ACTIVATION 0.7790698 0.9790974 0.0643583 0.2472795 0.7762111 26 PROM1;MEF2C;BMP2K
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PRKAR1A_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 0.7672811 0.9790974 0.0646485 0.2776995 0.7741452 18 CREB3L2;ATF4;CREB3L1;CREB5
KEGG_MEDICUS_VARIANT_AMPLIFIED_MET_TO_PI3K_SIGNALING_PATHWAY 0.7203791 0.9564745 0.0691198 0.3355152 0.7739624 9 MET;PIK3CD;AKT1;MTOR
KEGG_MEDICUS_REFERENCE_PURINE_SALVAGE_PATHWAY_ADENINE_TO_AMP 0.7227488 0.9564745 0.0689567 0.3354151 0.7737314 9 PNP;NT5C2;NT5E;LACC1
KEGG_MEDICUS_REFERENCE_PURINE_SALVAGE_PATHWAY_HYPOXANTHINE_GUANINE_TO_IMP_GMP 0.7322275 0.9643592 0.0683111 0.3331794 0.7685742 9 PNP;NT5C2;NT5E;LACC1
KEGG_MEDICUS_REFERENCE_EREG_EGFR_PI3K_SIGNALING_PATHWAY 0.7411765 0.9658060 0.0673624 0.3166629 0.7676328 11 PIK3CD;EGFR;AKT1;RPS6KB2;MTOR
KEGG_MEDICUS_PATHOGEN_SHIGELLA_OSPF_TO_TLR2_4_MAPK_SIGNALING_PATHWAY 0.7577197 0.9751112 0.0667426 0.3673958 0.7668693 6 MAPK1;MAPK13;MAPK14
KEGG_MEDICUS_REFERENCE_LPAR_GNB_G_RHO_SIGNALING_PATHWAY 0.8066038 0.9855069 0.0633597 0.2549091 0.7656305 23 GNGT2;GNB4;LPAR3;GNG5;LPAR2;GNG7;GNG4;LPAR5
KEGG_MEDICUS_REFERENCE_CASR_PTH_SIGNALING_PATHWAY 0.7371007 0.9646202 0.0697793 0.3531429 0.7595991 7 PLCB4;PLCB2
KEGG_MEDICUS_VARIANT_LOSS_OF_VHL_TO_HIF_1_SIGNALING_PATHWAY 0.7756563 0.9790974 0.0658312 0.3099518 0.7592345 12 VEGFA;HIF1A;CUL2;RBX1;TGFB1;TGFA
KEGG_MEDICUS_REFERENCE_TLR7_9_IRF7_SIGNALING_PATHWAY 0.7900943 0.9800970 0.0643583 0.2887880 0.7584024 15 MYD88;TLR9;IRF7;IRAK1;TLR7
KEGG_MEDICUS_REFERENCE_COPII_VESICLE_FORMATION 0.7756563 0.9790974 0.0658312 0.3082462 0.7550567 12 SEC13;PREB;SEC24A;SEC23B;SAR1A;SEC23A
KEGG_MEDICUS_REFERENCE_GENE_SILENCING_BY_METHYLATION_OF_H3K27_AND_UBIQUITINATION_OF_H2AK119 0.8551069 1.0000000 0.0609039 0.2317188 0.7520157 31 EZH2;JARID2;PHF19;CBX2;EED
KEGG_MEDICUS_VARIANT_EREG_OVEREXPRESSION_TO_PI3K_SIGNALING_PATHWAY 0.7751756 0.9790974 0.0649408 0.3166448 0.7461827 10 PIK3CD;EGFR;AKT1;RPS6KB2
KEGG_MEDICUS_PATHOGEN_KSHV_VGPCR_TO_GNB_G_PI3K_JNK_SIGNALING_PATHWAY 0.8494118 1.0000000 0.0607719 0.2326329 0.7435430 28 GNGT2;GNB4;IL6;PIK3CG;NFKB1;GNG5
KEGG_MEDICUS_VARIANT_DELETED_DMD_TO_DYSTROPHIN_ASSOCIATED_PROTEIN_COMPLEX 0.7798595 0.9790974 0.0646485 0.3135174 0.7388130 10 ACTB;ACTG1;SNTB1;DTNA
KEGG_MEDICUS_REFERENCE_CA2_PYK2_RAS_ERK_SIGNALING_PATHWAY 0.8183962 0.9855069 0.0626618 0.2811559 0.7383595 15 MAPK1;PTK2B;NRAS;RAF1;SRC;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_PATHOGEN_HIV_VPR_TAT_TO_TNF_JNK_SIGNALING_PATHWAY 0.7806005 0.9790974 0.0639272 0.3711663 0.7357223 5 FOS;JUN;MAPK10;MAPK8;MAPK9
KEGG_MEDICUS_PATHOGEN_HIV_TAT_TO_TLR2_4_NFKB_SIGNALING_PATHWAY 0.7971360 0.9809686 0.0645031 0.2996402 0.7339759 12 TNF;NFKB1
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_GRM1_TO_MGLUR1_TRPC3_SIGNALING_PATHWAY 0.7701422 0.9790974 0.0658312 0.3178933 0.7333125 9 ITPR3;PLCB4;PLCB2
KEGG_MEDICUS_VARIANT_MET_OVEREXPRESSION_TO_RAS_ERK_SIGNALING_PATHWAY 0.8225806 0.9855069 0.0613026 0.2813416 0.7332481 14 MAPK1;MET;NRAS;RAF1;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_PATHOGEN_EBV_EBNA3C_TO_P53_MEDIATED_TRANSCRIPTION 0.7845433 0.9790974 0.0643583 0.3107062 0.7321883 10 BAK1;GADD45A;BAX;CDKN1A;GADD45B
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_PERK_ATF4_SIGNALING_PATHWAY 0.7767221 0.9790974 0.0655321 0.3495759 0.7296736 6 ATF4;PRNP;EIF2S1;EIF2AK3
KEGG_MEDICUS_VARIANT_TRK_FUSION_KINASE_TO_RAS_ERK_SIGNALING_PATHWAY 0.7835294 0.9790974 0.0646485 0.3009819 0.7296202 11 MAPK1;NRAS;RAF1;MAP2K2;MAP2K1
KEGG_MEDICUS_REFERENCE_RELN_VLDLR_PI3K_SIGNALING_PATHWAY 0.8325472 0.9910513 0.0618406 0.2771367 0.7278044 15 VLDLR;PIK3CD;DAB1;RHEB;AKT1;RPS6KB2
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_OPTN_TO_PINK_PARKIN_MEDIATED_AUTOPHAGOSOME_FORMATION 0.7936118 0.9808493 0.0661326 0.3343786 0.7192375 7 OPTN;FKBP8;FAF2;CISD2;HK1;CISD1;PINK1
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PRKCG_TO_MGLUR1_TRPC3_SIGNALING_PATHWAY 0.8000000 0.9823174 0.0636424 0.2911877 0.7058777 11 ITPR3;PLCB4;PLCB2
KEGG_MEDICUS_PATHOGEN_SHIGELLA_IPAB_C_D_TO_ITGA_B_TALIN_VINCULIN_SIGNALING_PATHWAY 0.8127962 0.9855069 0.0632191 0.3057178 0.7052260 9 ACTB;ACTG1;VCL;ITGA5;TLN1;ITGB1
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_PSEN_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 0.8705036 1.0000000 0.0605093 0.2630867 0.7019765 16 SLC25A5;CASP3;CYCS;VDAC3;CASP7;PSEN1;VDAC2;RYR3;MCU;SLC25A6;APAF1;VDAC1;CASP9;SLC25A31;SLC25A4;PSEN2
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PINK1_TO_INTRINSIC_APOPTOTIC_PATHWAY_N01048 0.8157248 0.9855069 0.0647943 0.3242303 0.6974090 7 CASP3;HTRA2;CYCS;APAF1;CASP9;PINK1;TRAP1
KEGG_MEDICUS_VARIANT_AMPLIFIED_PDGFR_TO_RAS_ERK_SIGNALING_PATHWAY 0.8571429 1.0000000 0.0593488 0.2640037 0.6880611 14 MAPK1;NRAS;PDGFRA;RAF1;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_REFERENCE_LOADING_OF_THE_SMC5_SMC6_COMPLEX 0.8231132 0.9855069 0.0623861 0.3079974 0.6867580 8 SMC6;RAD18;RNF168;UBB
KEGG_MEDICUS_PATHOGEN_EBV_EBNA1_TO_P53_MEDIATED_TRANSCRIPTION 0.8454333 1.0000000 0.0607719 0.2900987 0.6836261 10 BAK1;GADD45A;BAX;CDKN1A;GADD45B
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_PI3K_TO_PI3K_SIGNALING_PATHWAY 0.8255528 0.9865197 0.0642141 0.3165906 0.6809763 7 AKT1;RPS6KB2;MTOR;PIK3CA
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_SIGMAR1_TO_CA2_APOPTOTIC_PATHWAY 0.8680556 1.0000000 0.0589694 0.2635320 0.6694920 13 SLC25A5;ITPR3;SIGMAR1
KEGG_MEDICUS_REFERENCE_MDA5_IRF7_3_SIGNALING_PATHWAY 0.8931116 1.0000000 0.0588438 0.2354820 0.6636874 19 IFIH1;TANK;IRF7;IRF3;TBKBP1;TRAF3;IKBKE
KEGG_MEDICUS_REFERENCE_ACH_CHRN_PI3K_SIGNALING_PATHWAY 0.8408551 0.9990198 0.0617054 0.3165726 0.6607855 6 PIK3CD;AKT1;PIK3CA;PIK3CB
KEGG_MEDICUS_PATHOGEN_HCMV_US28_TO_GNAQ_PLCB_G_CALCINEURIN_SIGNALING_PATHWAY 0.9078341 1.0000000 0.0566484 0.2369248 0.6604771 18 PLCB4;PLCB2;CALM3;PTGS2;NFATC3
KEGG_MEDICUS_REFERENCE_EP_NE_ADRB_PI3K_SIGNALING_PATHWAY 0.8735363 1.0000000 0.0592219 0.2770276 0.6528236 10 ADRB2;PIK3CD;AKT1;GNAI2
KEGG_MEDICUS_REFERENCE_CHRNA7_E2F_SIGNALING_PATHWAY 0.8706697 1.0000000 0.0587186 0.3278408 0.6498428 5 E2F1;RAF1;SRC
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SNCA_TO_VGCC_CA2_APOPTOTIC_PATHWAY 0.8888889 1.0000000 0.0578530 0.2557195 0.6496446 13 SLC25A5;CASP3
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_PSEN1_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 0.8935185 1.0000000 0.0576091 0.2543933 0.6462756 13 SLC25A5;ITPR3
KEGG_MEDICUS_REFERENCE_COPI_VESICLE_FORMATION 0.9410377 1.0000000 0.0560596 0.2142794 0.6435975 23 KDELR3;COPB2;KDELR2;COPG1;ARF1;COPE;ARCN1;GBF1;TMED5;TMED3;TMED9
KEGG_MEDICUS_REFERENCE_METHIONINE_DEGRADATION 0.8805621 1.0000000 0.0588438 0.2710147 0.6386541 10 DNMT3B;DNMT3A;DNMT1;MAT2B
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABBERANT_ATXN2_3_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 0.9308756 1.0000000 0.0554793 0.2259726 0.6299455 18 SLC25A5;PLCB4;PLCB2
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_ITPR1_TO_MGLUR1_TRPC3_SIGNALING_PATHWAY 0.8992629 1.0000000 0.0601186 0.2921681 0.6284443 7 PLCB4;PLCB2
KEGG_MEDICUS_REFERENCE_LYSOSOMAL_CA2_RELEASE 0.8922717 1.0000000 0.0582216 0.2648686 0.6241705 10 CALM3;TFEB;PPP3CC;PPP3R1;MCOLN1;CALM2;PPP3R2;CALM1;PPP3CA;PPP3CB
KEGG_MEDICUS_REFERENCE_HGF_MET_RAS_ERK_SIGNALING_PATHWAY 0.9386792 1.0000000 0.0561767 0.2375910 0.6239511 15 MAPK1;MET;NRAS;RAF1;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_REFERENCE_FLT3LG_FLT3_RAS_ERK_SIGNALING_PATHWAY 0.9410377 1.0000000 0.0560596 0.2316393 0.6083211 15 MAPK1;FLT3LG;NRAS;RAF1;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_REFERENCE_THYROID_HORMONE_SIGNALING_PATHWAY 0.8981043 1.0000000 0.0584693 0.2610902 0.6022797 9 SLC16A10;SLC16A2;RXRB;THRB;ATP2A2;RXRG;MYH6;THRA
KEGG_MEDICUS_VARIANT_HRAS_OVEREXPRESSION_TO_ERK_SIGNALING_PATHWAY 0.9016393 1.0000000 0.0577309 0.2554459 0.6019657 10 MAPK1;RAF1;MAP2K2;MAP2K1
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_MET_TO_PI3K_SIGNALING_PATHWAY 0.9004739 1.0000000 0.0583453 0.2607231 0.6014330 9 MET;PIK3CD;AKT1
KEGG_MEDICUS_VARIANT_BCR_ABL_FUSION_KINASE_TO_PI3K_SIGNALING_PATHWAY 0.9129412 1.0000000 0.0573667 0.2470024 0.5987666 11 PIK3CD;CBL;AKT1
KEGG_MEDICUS_REFERENCE_REGULATION_OF_GF_RTK_RAS_ERK_SIGNALING_SPRED_AND_NF1 0.9168646 1.0000000 0.0576091 0.2862206 0.5974316 6 SPRED1;NRAS
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PROK2_TO_PROK_PRKR_GI_ERK_SIGNALING_PATHWAY 0.9127358 1.0000000 0.0574877 0.2671175 0.5956060 8 MAPK1;GNAI2
KEGG_MEDICUS_VARIANT_AMPLIFIED_EGFR_TO_RAS_ERK_SIGNALING_PATHWAY 0.9262673 1.0000000 0.0557104 0.2275061 0.5929391 14 MAPK1;NRAS;RAF1;EGFR;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_REFERENCE_CD80_CD86_CTLA4_PP2A_SIGNALING_PATHWAY 0.9577465 1.0000000 0.0550211 0.2007292 0.5926920 22 CTLA4;PPP2R2B;CD80;PPP2R5D;PPP2R5C;PPP2R3C;PPP2R3A
KEGG_MEDICUS_REFERENCE_EGF_EGFR_RAS_RASSF1_SIGNALING_PATHWAY 0.9200000 1.0000000 0.0570060 0.2439619 0.5913961 11 RASSF5;NRAS;STK4;EGFR;GRB2
KEGG_MEDICUS_REFERENCE_TGFA_EGFR_RAS_ERK_SIGNALING_PATHWAY 0.9551887 1.0000000 0.0553643 0.2188402 0.5747087 15 MAPK1;NRAS;RAF1;EGFR;GRB2;MAP2K2;MAP2K1;TGFA
KEGG_MEDICUS_REFERENCE_PROK_PRKR_GI_ERK_SIGNALING_PATHWAY 0.9218009 1.0000000 0.0572461 0.2466566 0.5689845 9 MAPK1;GNAI2
KEGG_MEDICUS_REFERENCE_V_D_J_RECOMBINATION 0.9403341 1.0000000 0.0566484 0.2321072 0.5685523 12 XRCC6;XRCC5;DCLRE1C;PRKDC;XRCC4;NHEJ1;LIG4;POLL;RAG2;DNTT;POLM;RAG1
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PROKR2_TO_PROK_PRKR_GI_ERK_SIGNALING_PATHWAY 0.9410377 1.0000000 0.0560596 0.2529115 0.5639301 8 MAPK1;GNAI2
KEGG_MEDICUS_REFERENCE_N_GLYCAN_PRECURSOR_BIOSYNTHESIS_GLC_6P_TO_MAN_P_DOL 0.9241706 1.0000000 0.0571259 0.2437488 0.5622769 9 GPI;GMPPB;DPM1;PMM2;PMM1
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_EGFR_TO_PI3K_SIGNALING_PATHWAY 0.9433962 1.0000000 0.0559429 0.2521055 0.5621330 8 PIK3CD;EGFR;AKT1
KEGG_MEDICUS_VARIANT_BCR_ABL_FUSION_KINASE_TO_RAS_ERK_SIGNALING_PATHWAY 0.9470046 1.0000000 0.0546808 0.2123566 0.5534555 14 MAPK1;NRAS;RAF1;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_VARIANT_EGF_OVEREXPRESSION_TO_PI3K_SIGNALING_PATHWAY 0.9551887 1.0000000 0.0553643 0.2451725 0.5466741 8 PIK3CD;EGFR;AKT1
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_KRAS_NRAS_TO_PI3K_SIGNALING_PATHWAY 0.9360190 1.0000000 0.0565300 0.2328658 0.5371720 9 PIK3CD;NRAS;AKT1
KEGG_MEDICUS_REFERENCE_EREG_EGFR_RAS_ERK_SIGNALING_PATHWAY 0.9764151 1.0000000 0.0543434 0.2044436 0.5369010 15 MAPK1;NRAS;RAF1;EGFR;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_PATHOGEN_HBV_HBX_TO_RAS_ERK_SIGNALING_PATHWAY 0.9764151 1.0000000 0.0543434 0.2001052 0.5255076 15 MAPK1;NRAS;RAF1;SRC;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_REFERENCE_CA2_ENTRY_LIGAND_GATED_CA2_CHANNEL 0.9552941 1.0000000 0.0552496 0.2167242 0.5253682 11 P2RX5;GRIN2D;P2RX7;P2RX3
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_TRANSPORT_OF_CALCIUM 0.9764151 1.0000000 0.0543434 0.1979478 0.5198420 15 SLC25A5;APP;GRIN2D
KEGG_MEDICUS_VARIANT_EML4_ALK_FUSION_KINASE_TO_PI3K_SIGNALING_PATHWAY 0.9669811 1.0000000 0.0547940 0.2328525 0.5192035 8 PIK3CD;AKT1;PIK3CA;PIK3CB
KEGG_MEDICUS_REFERENCE_AUTOPHAGOSOME_AND_LYSOSOME_FUSION_TETHERING_FACTOR_GRASP55 0.9745958 1.0000000 0.0534572 0.2602870 0.5159384 5 GORASP2;MAP1LC3B;LAMP2
KEGG_MEDICUS_ENV_FACTOR_NICOTINE_NNK_TO_PI3K_SIGNALING_PATHWAY 0.9600000 1.0000000 0.0550211 0.2086844 0.5058787 11 ADRB2;PIK3CD;AKT1;GNAI2
KEGG_MEDICUS_REFERENCE_LPA_GNAQ_11_RHOA_SIGNALING_PATHWAY 0.9644550 1.0000000 0.0551352 0.2176924 0.5021701 9 LPAR3;LPAR2;LPAR5
KEGG_MEDICUS_REFERENCE_TRANSCRIPTIONAL_ACTIVATION_BY_ACETYLATION_OF_H3K27 0.9623529 1.0000000 0.0549074 0.2043834 0.4954525 11 TEX10;DCAF7
KEGG_MEDICUS_REFERENCE_EGF_EGFR_PI3K_SIGNALING_PATHWAY 0.9691943 1.0000000 0.0549074 0.2131372 0.4916623 9 PIK3CD;EGFR;AKT1
KEGG_MEDICUS_PATHOGEN_HPV_E5_TO_EGFR_RAS_ERK_SIGNALING_PATHWAY 0.9858491 1.0000000 0.0538979 0.1851025 0.4861081 15 MAPK1;NRAS;RAF1;EGFR;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_PATHOGEN_SARS_COV_2_NSP1_TO_TRANSLATION_INITIATION 0.9951220 1.0000000 0.0550211 0.1477309 0.4858573 34 RPS7;RPS12;RPS19;RPS10;RPS16;RPS25;RPS6;RPS27A;RPS18;RPSA;FAU;RPS20;RPS27;RPS17;RPS21;RPS8;RPS3;RPS11;RPS28;RPS3A;RPS4X;RPS24;RPS4Y1;RPS4Y2;RPS29;RPS2;RPS26;RPS15A;RPS5;RPS9;RPS13;RPS15
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_KIT_TO_RAS_ERK_SIGNALING_PATHWAY 0.9861751 1.0000000 0.0528050 0.1856630 0.4838852 14 MAPK1;NRAS;RAF1;GRB2;MAP2K2;MAP2K1
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_TRANSPORT_OF_CALCIUM 0.9953917 1.0000000 0.0523759 0.1706198 0.4756383 18 SLC25A5;CASP3;GRIN2D;PRNP
KEGG_MEDICUS_REFERENCE_FLT3LG_FLT3_RAS_PI3K_SIGNALING_PATHWAY 0.9976415 1.0000000 0.0533478 0.1753936 0.4606110 15 PIK3CD;FLT3LG;NRAS;AKT1;GRB2
KEGG_MEDICUS_REFERENCE_HGF_MET_PI3K_SIGNALING_PATHWAY 0.9836066 1.0000000 0.0536770 0.1912923 0.4507859 10 MET;PIK3CD;AKT1
KEGG_MEDICUS_REFERENCE_RIG_I_IRF7_3_SIGNALING_PATHWAY 1.0000000 1.0000000 0.0521630 0.1538593 0.4289149 18 TANK;IRF7;IRF3;TBKBP1;TRAF3;IKBKE
KEGG_MEDICUS_REFERENCE_RIG_I_NFKB_SIGNALING_PATHWAY 0.9982906 1.0000000 0.0385579 -0.1530221 -0.4012474 16 IKBKB;IFNA6;MAVS;IFNA8;IFNA2;IFNA16;IFNA21;IFNA5;IFNA4;IFNA10
KEGG_MEDICUS_REFERENCE_TRANSLATION_INITIATION 1.0000000 1.0000000 0.0391155 -0.1088973 -0.4020756 81 RPS23;RPL22;RPL9;RPS14;RPL41;RPL29;RPL28;RPL8;RPL13A;RPL14;RPS15;RPS13;RPS9;RPS5;RPLP1;RPS15A;RPS26;RPL37A;RPL31;RPS2;RPS29;RPL12;RPL18;RPS4Y2;RPS4Y1;RPS24;RPLP0;RPL36;RPS4X;RPL38;RPL13;RPL11;RPL27A;RPL34;RPL30;RPS3A;RPL37;RPS28;RPL15;RPLP2;RPL17;RPS11;RPL26;RPS3;RPS8;RPL36A;RPS21;RPS17;RPL10A;RPS27;RPS20;FAU;RPL6;RPL10;RPL3;RPL27;RPL5;RPL32;RPL7;RPL4;RPSA;RPL7A;RPL23A;RPS18;RPL39;RPL21;RPS27A;RPL24;RPL35A;RPS6;RPL35;UBA52;RPS25;RPL23;RPL18A;RPS16;RPS10;RPS19;RPS12;RPS7;RPL19
KEGG_MEDICUS_REFERENCE_AUTOPHAGY_VESICLE_NUCLEATION_ELONGATION_MATURATION_LC3_II_FORMATION 0.9931389 1.0000000 0.0389556 -0.1797884 -0.4366869 12 ATG4D
KEGG_MEDICUS_REFERENCE_BASE_EXCISION_AND_STRAND_CLEAVAGE_BY_BIFUNCTIONAL_GLYCOSYLASE 0.9861592 1.0000000 0.0396787 -0.2097602 -0.4613033 8 NTHL1
KEGG_MEDICUS_REFERENCE_GLUTATHIONE_BIOSYNTHESIS 0.9826690 1.0000000 0.0399219 -0.1995148 -0.4682916 11 GPX4;GCLM;GPX6;GCLC;GSS
KEGG_MEDICUS_VARIANT_EGF_OVEREXPRESSION_TO_RAS_ERK_SIGNALING_PATHWAY 0.9913495 1.0000000 0.0394367 -0.1833773 -0.4700804 15 MAPK3;SOS2;EGF;HRAS
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_VGCC_CA2_APOPTOTIC_PATHWAY_N01004 0.9929577 1.0000000 0.0401661 -0.1990177 -0.4933096 14 CACNA1D
KEGG_MEDICUS_REFERENCE_REGULATION_OF_TNF_NFKB_SIGNALING_PATHWAY_LUBAC_MEDIATED_LINEAR_UBIQUITINATION 0.9638554 1.0000000 0.0404935 -0.2501954 -0.5002109 6 SHARPIN
KEGG_MEDICUS_REFERENCE_DNA_DEGRADATION_BY_EXTRACELLULAR_ENDOLYSOSOMAL_DNASE 0.9663866 1.0000000 0.0392759 -0.2399103 -0.5070291 7 DNASE1L2;DNASE1;DNASE2B
KEGG_MEDICUS_VARIANT_DUPLICATION_OR_MUTATION_ACTIVATED_FLT3_TO_RAS_ERK_SIGNALING_PATHWAY 0.9876761 1.0000000 0.0404114 -0.2047969 -0.5076346 14 MAPK3;SOS2;FLT3;HRAS
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_KIT_TO_PI3K_SIGNALING_PATHWAY 0.9723183 1.0000000 0.0403295 -0.2367338 -0.5206234 8 BAD;AKT2;KIT;AKT3
KEGG_MEDICUS_REFERENCE_PP2A_AKT_SIGNALING_PATHWAY 0.9879518 1.0000000 0.0393562 -0.1906914 -0.5212903 19 PPP2R2C;PPP2R5A;PPP2CA;PPP2R2A;AKT2;PPP2CB;PPP2R3B;PPP2R2D
KEGG_MEDICUS_REFERENCE_BLOCKING_UBIQUITINATION_OF_H2AK119_BY_CK2 0.9777015 1.0000000 0.0396787 -0.2155590 -0.5235699 12 PCGF3;PCGF5;YAF2;RYBP
KEGG_MEDICUS_REFERENCE_BMP_HAMP_SIGNALING_PATHWAY 0.9636049 1.0000000 0.0408229 -0.2241286 -0.5260641 11 ACVR2B;BMPR2
KEGG_MEDICUS_PATHOGEN_HPV_E7_TO_PP2A_AKT_SIGNALING_PATYWAY 0.9658120 1.0000000 0.0400846 -0.2102297 -0.5512544 16 PPP2R2C;PPP2R5A;PPP2CA;PPP2R2A;PPP2CB;PPP2R3B;PPP2R2D
KEGG_MEDICUS_REFERENCE_REGULATION_OF_GF_RTK_RAS_ERK_SIGNALING_RASGAP 0.9498270 1.0000000 0.0414044 -0.2516929 -0.5535213 8 RASA4;RASA1
KEGG_MEDICUS_PATHOGEN_HPV_E6_TO_NOTCH_SIGNALING_PATHWAY_N00381 0.9674099 1.0000000 0.0401661 -0.2280756 -0.5539713 12 HEY1;NOTCH4;NOTCH3;MAML3;HES1;RBPJL
KEGG_MEDICUS_PATHOGEN_HCMV_GB_TO_PDGFR_RAS_ERK_SIGNALING_PATHWAY 0.9584775 1.0000000 0.0409884 -0.2163281 -0.5545487 15 PDGFRB;MAPK3;SOS2;HRAS
KEGG_MEDICUS_REFERENCE_TLR3_IRF7_SIGNALING_PATHWAY 0.9683099 1.0000000 0.0413210 -0.2241432 -0.5555886 14 TBK1;IFNA6;IFNA8;IFNA2;IFNA16;IFNA21;IFNA5;IFNA4;IFNA10
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SOD1_TO_PERK_ATF4_SIGNALING_PATHWAY 0.9294320 1.0000000 0.0421619 -0.2834597 -0.5667157 6 HSPA5;SOD1
KEGG_MEDICUS_REFERENCE_EGF_EGFR_RAS_PI3K_SIGNALING_PATHWAY 0.9515571 1.0000000 0.0413210 -0.2246593 -0.5759054 15 SOS2;EGF;BAD;HRAS;AKT2;KRAS
KEGG_MEDICUS_ENV_FACTOR_METALS_TO_KEAP1_NRF2_SIGNALIG_PATHWAY 0.9377163 1.0000000 0.0419926 -0.2620198 -0.5762322 8 NQO1
KEGG_MEDICUS_REFERENCE_CA2_CAM_CN_SIGNALING_PATHWAY 0.9468268 1.0000000 0.0411544 -0.2382683 -0.5787282 12 NFATC4;PPP3CB;PPP3CA
KEGG_MEDICUS_REFERENCE_NOTCH_PROTEOLYTIC_ACTIVATION 0.9445407 1.0000000 0.0417397 -0.2484546 -0.5831608 11 NOTCH4;PSEN2;APH1B;NOTCH3
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_FGF17_TO_RAS_ERK_SIGNALING_PATHWAY 0.9359862 1.0000000 0.0420772 -0.2311817 -0.5926253 15 FGFR1;MAPK3;SOS2;HRAS
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_TRANSPORT_OF_CALCIUM 0.9552496 1.0000000 0.0409056 -0.2185701 -0.5975018 19 GRIN2C;HTT
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_FGF8_TO_RAS_ERK_SIGNALING_PATHWAY 0.9290657 1.0000000 0.0424170 -0.2370359 -0.6076322 15 FGFR1;MAPK3;SOS2;HRAS
KEGG_MEDICUS_REFERENCE_HEME_BIOSYNTHESIS 0.8948276 1.0000000 0.0439759 -0.2770267 -0.6281428 9 ALAD;FECH;UROD
KEGG_MEDICUS_REFERENCE_AUTOPHAGY_VESICLE_NUCLEATION_ELONGATION_MATURATION_PI3P_SYNTHESIS_BY_PI3KC3_C1 0.9147826 1.0000000 0.0433637 -0.2742776 -0.6286339 10 ATG14;BECN1;WIPI2;PIK3C3
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SNCA_TO_PERK_ATF4_SIGNALING_PATHWAY 0.8760757 1.0000000 0.0448645 -0.3165967 -0.6329659 6 SNCA;HSPA5
KEGG_MEDICUS_REFERENCE_HYDROLYSIS_OF_SPHINGOMYELIN 0.8840336 1.0000000 0.0433637 -0.2999567 -0.6339320 7 ASAH1;SMPD4;SMPD3;SMPD1
KEGG_MEDICUS_REFERENCE_N_GLYCAN_PRECURSOR_BIOSYNTHESIS_ALG7_TO_ALG11 0.8760757 1.0000000 0.0448645 -0.3177856 -0.6353429 6 ALG1;ALG13
KEGG_MEDICUS_REFERENCE_NON_HOMOLOGOUS_END_JOINING 0.9070175 1.0000000 0.0441523 -0.2595805 -0.6384125 13 PAXIP1;TP53BP1;POLM;DNTT;POLL
KEGG_MEDICUS_VARIANT_DUPLICATION_OR_MUTATION_ACTIVATED_FLT3_TO_RAS_PI3K_SIGNALING_PATHWAY 0.9242958 1.0000000 0.0434507 -0.2576437 -0.6386271 14 SOS2;FLT3;BAD;HRAS;AKT2;KRAS
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_REST_MEDIATED_TRANSCRIPTIONAL_REPRESSION 0.8705882 1.0000000 0.0440640 -0.3048556 -0.6442854 7 HTT;BDNF
KEGG_MEDICUS_PATHOGEN_KSHV_VGPCR_TO_GNB_G_PI3K_AKT_SIGNALING_PATHWAY 0.9257340 1.0000000 0.0425023 -0.2242064 -0.6494862 24 GNG11;GNG12;GNG13;GNG3;GNB5;PIK3R5;GNG10;GNGT1
KEGG_MEDICUS_REFERENCE_PINK_PARKIN_MEDIATED_AUTOPHAGOSOME_FORMATION 0.9014085 1.0000000 0.0445962 -0.2648076 -0.6563844 14 NBR1;MAP1LC3A;PINK1;MAP1LC3C;CALCOCO2;CISD1;HK1;CISD2;TAX1BP1;FAF2
KEGG_MEDICUS_REFERENCE_C9ORF72_MEDIATED_AUTOPHAGY_INITIATION 0.8621849 1.0000000 0.0445071 -0.3120631 -0.6595178 7 SMCR8
KEGG_MEDICUS_REFERENCE_AUTOPHAGY_VESICLE_NUCLEATION_ELONGATION_MATURATION_PACER_RUBCN_PI3KC3_C2 0.8752197 1.0000000 0.0458620 -0.3526674 -0.6656104 5 UVRAG;BECN1
KEGG_MEDICUS_REFERENCE_CA2_CAM_CAMK_SIGNALING_PATHWAY 0.8943662 1.0000000 0.0449543 -0.2487673 -0.6673755 18 CAMK2B
KEGG_MEDICUS_REFERENCE_MEMBRANE_INITIATED_PROGESTERONE_SIGNALING_PATHWAY 0.8603448 1.0000000 0.0457704 -0.2992362 -0.6785017 9 PAQR5
KEGG_MEDICUS_REFERENCE_BASE_EXCISION_AND_STRAND_CLEAVAGE_BY_NEIL_GLYCOSYLASE 0.8448276 1.0000000 0.0466015 -0.3060948 -0.6940530 9 NEIL1;NEIL2;PNKP;POLB
KEGG_MEDICUS_REFERENCE_HOMOLOGOUS_RECOMBINATION 0.8847458 1.0000000 0.0437126 -0.2285502 -0.7014185 32 RPA4;BRCA1;POLK;POLD4
KEGG_MEDICUS_REFERENCE_GNRH_GNRHR_PLCB_PKC_SIGNALING_PATHWAY 0.8687392 1.0000000 0.0454059 -0.2536553 -0.7105837 21 CGA
KEGG_MEDICUS_REFERENCE_AREG_EGFR_RAS_ERK_SIGNALING_PATHWAY 0.8217993 0.9855069 0.0480220 -0.2816720 -0.7220550 15 AREG;MAPK3;SOS2;HRAS
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_P62_TO_PINK_PARKIN_MEDIATED_AUTOPHAGOSOME_FORMATION 0.8139130 0.9855069 0.0487011 -0.3153364 -0.7227392 10 MAP1LC3A;PINK1;MAP1LC3C;CISD1;HK1;CISD2;FAF2;SQSTM1
KEGG_MEDICUS_REFERENCE_TELOMERE_ELONGATION 0.8188034 0.9855069 0.0476387 -0.2763206 -0.7245548 16 TERF1;RTEL1;NHP2;CTC1
KEGG_MEDICUS_REFERENCE_EGF_EGFR_RAS_RALGDS_SIGNALING_PATHWAY 0.8145581 0.9855069 0.0485060 -0.3143940 -0.7379308 11 RALGDS;SOS2;EGF;HRAS
KEGG_MEDICUS_REFERENCE_GLUCONEOGENESIS 0.8014060 0.9823174 0.0498907 -0.3918534 -0.7395683 5 PCK1
KEGG_MEDICUS_REFERENCE_PDGF_PDGFR_RAS_ERK_SIGNALING_PATHWAY 0.8125000 0.9855069 0.0487011 -0.2795017 -0.7406112 17 PDGFA;PDGFRB;MAPK3;SOS2;HRAS
KEGG_MEDICUS_REFERENCE_CXCR_GNB_G_PI3K_AKT_SIGNALING_PATHWAY 0.8281787 0.9877507 0.0473534 -0.2525701 -0.7415747 25 GNG11;GNG12;GNG13;GNG3;GNB5;CXCR2;PIK3R5;GNG10;GNGT1
KEGG_MEDICUS_REFERENCE_MANNOSE_TYPE_O_GLYCAN_BIOSYNTHESIS_POMT_TO_POMK 0.7943761 0.9808493 0.0502948 -0.3945195 -0.7446003 5 POMT2
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_FGFR3_TO_RAS_ERK_SIGNALING_PATHWAY 0.7897436 0.9800970 0.0492918 -0.2840923 -0.7449334 16 FGFR3;MAPK3;SOS2;HRAS
KEGG_MEDICUS_REFERENCE_TBK1_MEDIATED_AUTOPHAGOSOME_FORMATION 0.7689655 0.9790974 0.0509083 -0.3304535 -0.7492850 9 NBR1;TBK1;MAP1LC3A
KEGG_MEDICUS_REFERENCE_EGF_EGFR_RAS_JNK_SIGNALING_PATHWAY 0.7894737 0.9800970 0.0504983 -0.3059710 -0.7525053 13 MAP3K1;SOS2;EGF;HRAS;KRAS;MAPK9
KEGG_MEDICUS_REFERENCE_CXCR_GNB_G_ERK_SIGNALING_PATHWAY 0.7954545 0.9808493 0.0499914 -0.2573893 -0.7582604 26 GNG11;MAPK3;GNG12;GNG13;GNG3;GNB5;CXCR2;HRAS;GNG10;GNGT1
KEGG_MEDICUS_REFERENCE_AUTOPHAGY_VESICLE_NUCLEATION_ELONGATION_MATURATION_SEQUESTOSOME_1_LIKE_RECEPTOR 0.7842105 0.9790974 0.0508054 -0.3085331 -0.7588064 13 WDFY3;NBR1
KEGG_MEDICUS_REFERENCE_STRAD_STK11_TSC_SIGNALING_PATHWAY 0.7612457 0.9755923 0.0515309 -0.3495150 -0.7686511 8 PRKAA2;TSC2;TSC1;STRADB;STK11
KEGG_MEDICUS_REFERENCE_BASE_EXCISION_AND_STRAND_CLEAVAGE_BY_MONOFUNCTIONAL_GLYCOSYLASE 0.7543253 0.9727653 0.0519512 -0.3524676 -0.7751444 8 MPG;SMUG1;POLB
KEGG_MEDICUS_REFERENCE_CD80_CD86_CD28_PI3K_SIGNALING_PATHWAY 0.7443478 0.9658060 0.0528050 -0.3403689 -0.7801129 10 CD86
KEGG_MEDICUS_REFERENCE_BMP_SIGNALING_PATHWAY_BMP_ANTAGONIST 0.7473684 0.9658060 0.0530213 -0.3175734 -0.7810403 13 CHRD;GREM2;BMP4;GDF6
KEGG_MEDICUS_REFERENCE_HORMONE_LIKE_CYTOKINE_TO_JAK_STAT_SIGNALING_PATHWAY 0.7430556 0.9658060 0.0528050 -0.2978199 -0.7891500 17 GHR;LEP;PRLR;LEPR;EPOR
KEGG_MEDICUS_REFERENCE_KITLG_KIT_RAS_ERK_SIGNALING_PATHWAY 0.7318339 0.9643592 0.0533478 -0.3084716 -0.7907548 15 KITLG;MAPK3;SOS2;HRAS
KEGG_MEDICUS_REFERENCE_IL10_FAMILY_TO_JAK_STAT_SIGNALING_PATHWAY 0.7140351 0.9564745 0.0551352 -0.3256243 -0.8008406 13 IL20;IL20RA;IL24
KEGG_MEDICUS_REFERENCE_REGULATION_OF_SERCA 0.6989619 0.9564745 0.0554793 -0.3654892 -0.8037813 8 PLN;MLN;ATP2A1;ATP2A2
KEGG_MEDICUS_REFERENCE_ITGA_B_RHOGAP_RHOA_SIGNALING_PATHWAY 0.7352941 0.9646202 0.0531298 -0.2798442 -0.8041781 23 ITGA3;ITGA7;ITGB3;ITGA10;ARHGAP35;ITGA2;ITGB5
KEGG_MEDICUS_REFERENCE_TRH_TRHR_PLCB_PKC_SIGNALING_PATHWAY 0.7118353 0.9564745 0.0542316 -0.3323496 -0.8072418 12 TRH
KEGG_MEDICUS_REFERENCE_LESION_BYPASS_BY_TLS_AND_DSB_FORMATION 0.7165493 0.9564745 0.0551352 -0.3266308 -0.8096271 14 FAN1;SLX4
KEGG_MEDICUS_REFERENCE_CRHR_PKA_ACTH_SIGNALING_PATHWAY 0.7200000 0.9564745 0.0543434 -0.2749665 -0.8144028 27 ADCY1;ADCY9;ADCY6;ADCY5;CREB1;CRH
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_GNAS_TO_CRHR_PKA_ACTH_SIGNALING_PATHWAY 0.7357513 0.9646202 0.0530213 -0.2824396 -0.8181772 24 ADCY1;ADCY9;ADCY6;ADCY5;CREB1
KEGG_MEDICUS_REFERENCE_ITGA_B_RHOGEF_RHOA_SIGNALING_PATHWAY 0.7179931 0.9564745 0.0542316 -0.2848334 -0.8185154 23 PTK2;ITGA3;ITGA7;ITGB3;ITGA10;ITGA2;ITGB5
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PRKAR1A_TO_CRHR_PKA_ACTH_SIGNALING_PATHWAY 0.7150350 0.9564745 0.0549074 -0.2805670 -0.8265412 26 ADCY1;ADCY9;ADCY6;ADCY5;CREB1;CRH
KEGG_MEDICUS_REFERENCE_ITGA_B_FAK_CDC42_SIGNALING_PATHWAY 0.7132867 0.9564745 0.0550211 -0.2806520 -0.8267917 26 PTK2;ITGA3;ITGA7;ITGB3;ITGA10;ITGA2;ITGB5
KEGG_MEDICUS_REFERENCE_ITGA_B_FAK_RAC_SIGNALING_PATHWAY 0.7147766 0.9564745 0.0541201 -0.2726115 -0.8270251 30 DOCK1;PTK2;ITGA3;ITGA7;ITGB3;ITGA10;ITGA2;ITGB5
KEGG_MEDICUS_REFERENCE_DOUBLE_STRAND_BREAK_SIGNALING 0.6776430 0.9447320 0.0570060 -0.3570565 -0.8380661 11 RAD50;HERC2;UBE2N
KEGG_MEDICUS_REFERENCE_ITGA_B_RHOG_RAC_SIGNALING_PATHWAY 0.6915078 0.9533259 0.0560596 -0.2813443 -0.8414335 28 DOCK1;ELMO3;ITGA3;ITGA7;ITGB3;ITGA10;ITGA2;ITGB5
KEGG_MEDICUS_VARIANT_AMPLIFIED_MDM2_TO_P21_CELL_CYCLE_G1_S 0.6535163 0.9320889 0.0582216 -0.3482709 -0.8459130 12 CCND1
KEGG_MEDICUS_REFERENCE_SEROTONIN_METABOLISM 0.6695958 0.9419995 0.0582216 -0.4500675 -0.8494393 5 MAOA;MAOB;TPH1
KEGG_MEDICUS_REFERENCE_DYNEIN_RECRUITMENT_TO_THE_KINETOCHORE 0.6718213 0.9429873 0.0570060 -0.2809821 -0.8524193 30 DYNLRB2;DCTN4;DYNC2H1;DYNLT3;DYNC2LI1;DYNLRB1;DYNC1I2;ACTR10;DYNC1LI1
KEGG_MEDICUS_PATHOGEN_HCMV_UL33_TO_GNAI_AC_PKA_SIGNALING_PATHWAY 0.6800699 0.9459849 0.0572461 -0.2899377 -0.8541472 26 ADCY1;ADCY9;ADCY6;ADCY5;CREB1;GNAO1;GNAI1
KEGG_MEDICUS_ENV_FACTOR_NNK_NNN_TO_RAS_ERK_SIGNALING_PATHWAY 0.6478873 0.9304033 0.0598603 -0.3196316 -0.8574852 18 BCL2;MAPK3;HRAS;CHRNB2;CHRNA3;CHRNB4;KRAS;CHRNA4
KEGG_MEDICUS_REFERENCE_PDGF_PDGFR_PLCG_CAMK_SIGNALING_PATHWAY 0.6458333 0.9304033 0.0593488 -0.3237251 -0.8577925 17 CAMK2B;PDGFA;PDGFRB
KEGG_MEDICUS_REFERENCE_BMP9_10_SIGNALING_PATHWAY 0.6310345 0.9260128 0.0601186 -0.3788034 -0.8589158 9 BMPR2;SMAD5;SMAD1;BMP10;SMAD4
KEGG_MEDICUS_REFERENCE_TRAPPI_RAB1_SIGNALING_PATHWAY 0.6310345 0.9260128 0.0601186 -0.3791450 -0.8596905 9 TRAPPC6A;TRAPPC2;TRAPPC5
KEGG_MEDICUS_REFERENCE_RAD51_DSDNA_DESTABILIZATION 0.6429809 0.9304033 0.0594760 -0.3673234 -0.8621641 11 RPA4
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SOD1_TO_INTRINSIC_APOPTOTIC_PATHWAY 0.6141869 0.9205367 0.0615707 -0.3932561 -0.8648462 8 BCL2
KEGG_MEDICUS_REFERENCE_MLK_JNK_SIGNALING_PATHWAY 0.6313043 0.9260128 0.0605093 -0.3778938 -0.8661185 10 MAP3K12;MAP3K10
KEGG_MEDICUS_REFERENCE_CORE_NER_REACTION 0.6499133 0.9304033 0.0589694 -0.2907056 -0.8694310 28 RPA4;POLK;XPA;POLD4;GTF2H5
KEGG_MEDICUS_REFERENCE_TSH_TG_SIGNALING_PATHWAY 0.6505190 0.9304033 0.0588438 -0.2888489 -0.8714312 29 ADCY1;ADCY9;ADCY6;ADCY5;CREB1
KEGG_MEDICUS_VARIANT_AMPLIFIED_FGFR_TO_RAS_ERK_SIGNALING_PATHWAY 0.6159170 0.9207975 0.0614364 -0.3416333 -0.8757635 15 FGFR2;FGFR1;MAPK3;SOS2;HRAS
KEGG_MEDICUS_ENV_FACTOR_BENZO_A_PYRENRE_TO_CYP_MEDIATED_METABOLISM 0.6173913 0.9207975 0.0615707 -0.3830622 -0.8779642 10 EPHX2;EPHX4
KEGG_MEDICUS_REFERENCE_GHRHR_PKA_GH_SIGNALING_PATHWAY 0.6360485 0.9263860 0.0599892 -0.2936445 -0.8782203 28 ADCY1;ADCY9;ADCY6;ADCY5;CREB1
KEGG_MEDICUS_VARIANT_RET_FUSION_KINASE_TO_RAS_ERK_SIGNALING_PATHWAY 0.6117851 0.9191626 0.0618406 -0.3774908 -0.8860285 11 RET;MAPK3
KEGG_MEDICUS_PATHOGEN_SHIGELLA_IPAA_TO_ITGA_B_RHOGEF_RHOA_SIGNALING_PATHWAY 0.6086957 0.9191626 0.0622490 -0.3876251 -0.8884222 10 MYL5;MYL7;MYL10;ROCK1
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SOPB_TO_RHOA_SIGNALING_PATHWAY 0.5948276 0.9113819 0.0629395 -0.3961899 -0.8983387 9 MYL5;MYL7;MYL10
KEGG_MEDICUS_REFERENCE_CGAS_STING_SIGNALING_PATHWAY 0.5979203 0.9138584 0.0629395 -0.3839827 -0.9012659 11 TBK1;IFNA6;IFNA8;IFNA2;IFNA16;IFNA21;IFNA5;IFNA4;IFNA10
KEGG_MEDICUS_REFERENCE_P300_P21_CELL_CYCLE_G1_S 0.5865052 0.9053534 0.0637845 -0.3517439 -0.9016816 15 CCND1
KEGG_MEDICUS_REFERENCE_ATR_SIGNALING 0.5763293 0.9031591 0.0642141 -0.3724616 -0.9046695 12 RPA4;ATRIP;RAD17
KEGG_MEDICUS_PATHOGEN_EBV_EBNA3C_TO_CELL_CYCLE_G1_S 0.5844828 0.9053534 0.0637845 -0.4017303 -0.9109013 9 CCND1
KEGG_MEDICUS_REFERENCE_REGULATION_OF_GF_RTK_RAS_ERK_SIGNALING_RAS_UBIQUITINATION_BY_CUL3_COMPLEX 0.5851979 0.9053534 0.0636424 -0.4561250 -0.9119222 6 CUL3;HRAS;RIT1;KRAS
KEGG_MEDICUS_REFERENCE_MYOSTATIN_SIGNALING_PATHWAY 0.5622837 0.8993634 0.0658312 -0.4157827 -0.9143865 8 ACVR2B;SMAD5;MSTN;SMAD1;ACVR1B;SMAD4
KEGG_MEDICUS_REFERENCE_PDGF_PDGFR_PI3K_SIGNALING_PATHWAY 0.5526316 0.8970374 0.0673624 -0.3722124 -0.9154194 13 PDGFA;PDGFRB
KEGG_MEDICUS_REFERENCE_TRANSPORT_OF_CALCIUM 0.5887522 0.9065612 0.0643583 -0.4874397 -0.9199741 5 GRIN2C;GRIN2B;GRIN2A
KEGG_MEDICUS_REFERENCE_E2_ER_RAS_ERK_SIGNALING_PATHWAY 0.5743945 0.9024116 0.0647943 -0.3201420 -0.9199807 23 ESR1
KEGG_MEDICUS_REFERENCE_WNT5A_ROR_SIGNALING_PATHWAY 0.5589744 0.8970374 0.0655321 -0.3519854 -0.9229595 16 FZD8;FZD6;FZD3;FZD4;FZD10;ROR2;WNT5A;DVL1
KEGG_MEDICUS_PATHOGEN_HCMV_UL33_TO_GNAS_AC_PKA_SIGNALING_PATHWAY 0.5709343 0.9016397 0.0650878 -0.3217240 -0.9245267 23 ADCY1;ADCY9;ADCY6;ADCY5;CREB1
KEGG_MEDICUS_REFERENCE_PLASMIN_MEDIATED_ACTIVATION_OF_LATENT_TGF_BETA 0.5501730 0.8962029 0.0668966 -0.4213806 -0.9266974 8 TGFB3;FBN1;LTBP3
KEGG_MEDICUS_VARIANT_AMPLIFIED_CDK4_TO_CELL_CYCLE_G1_S 0.5432526 0.8944641 0.0675189 -0.4229449 -0.9301376 8 CCND1
KEGG_MEDICUS_PATHOGEN_EBV_BARF1_TO_INTRINSIC_APOPTOTIC_PATHWAY 0.5462185 0.8960268 0.0658312 -0.4420968 -0.9343325 7 BCL2
KEGG_MEDICUS_VARIANT_AMPLIFIED_MYC_TO_CELL_CYCLE_G1_S 0.5545927 0.8970374 0.0665892 -0.3984131 -0.9351363 11 CCND1
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_VGCC_CA2_APOPTOTIC_PATHWAY 0.5593804 0.8970374 0.0658312 -0.4686811 -0.9370253 6 CACNA1D
KEGG_MEDICUS_PATHOGEN_HPV_E6_TO_NOTCH_SIGNALING_PATHWAY_N00382 0.5298246 0.8839930 0.0694481 -0.3812367 -0.9376139 13 HEY1;NOTCH4;NOTCH3;MAML3;HES1;RBPJL
KEGG_MEDICUS_REFERENCE_BILE_ACID_BIOSYNTHESIS 0.5422535 0.8944641 0.0684715 -0.3791951 -0.9399195 14 ACOX2;HSD17B4;SLC27A5;SCP2;AKR1D1;AKR1C4;HSD3B7;CYP7A1;CYP8B1
KEGG_MEDICUS_VARIANT_AMPLIFIED_MYC_TO_P15_CELL_CYCLE_G1_S 0.5000000 0.8641746 0.0723571 -0.3923509 -0.9649480 13 CCND1
KEGG_MEDICUS_REFERENCE_AREG_EGFR_PI3K_SIGNALING_PATHWAY 0.5147314 0.8710168 0.0702813 -0.4124025 -0.9679717 11 AREG
KEGG_MEDICUS_VARIANT_AREG_OVEREXPRESSION_TO_PI3K_SIGNALING_PATHWAY 0.4956522 0.8641746 0.0723571 -0.4246692 -0.9733261 10 AREG
KEGG_MEDICUS_PATHOGEN_SHIGELLA_OSPG_TO_TNF_NFKB_SIGNALING_PATHWAY 0.5075630 0.8667936 0.0694481 -0.4606510 -0.9735452 7 SKP1;BTRC
KEGG_MEDICUS_REFERENCE_TRANSCRIPTION_COUPLED_NER 0.4852686 0.8606914 0.0732559 -0.3261213 -0.9753508 28 UVSSA;POLR2L;MNAT1;CCNH;GTF2H5;CDK7
KEGG_MEDICUS_VARIANT_CYP11B1_CYP11B2_FUSION_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 0.4922547 0.8641746 0.0721798 -0.3215570 -0.9770404 31 ADCY1;ADCY9;PBX1;ADCY6;MRAP;ADCY5;CREB1
KEGG_MEDICUS_REFERENCE_IGF_IGFR_PI3K_NFKB_SIGNALING_PATHWAY 0.4982394 0.8641746 0.0727141 -0.3950584 -0.9792401 14 IGF1R
KEGG_MEDICUS_REFERENCE_ADRB3_UCP1_SIGNALING_PATHWAY 0.4756303 0.8558579 0.0727141 -0.3156230 -0.9859035 35 ADCY1;SMARCD3;ADCY9
KEGG_MEDICUS_REFERENCE_GPCR_PLCB_ITPR_SIGNALING_PATHWAY 0.4384749 0.8328375 0.0785029 -0.2939749 -0.9877852 50 GRPR;AGTR1;PTGER3;OXTR;ADRA1B;ITPR2;EDNRA;HTR2B;ITPR1;EDNRB;F2R
KEGG_MEDICUS_REFERENCE_VGCC_CA2_APOPTOTIC_PATHWAY 0.4723183 0.8544025 0.0745501 -0.3445913 -0.9902397 23 CACNA1H;CACNA1D
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PDE11A_PDE8B_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 0.4674658 0.8485669 0.0745501 -0.3579061 -0.9908542 20 PDE8B;PBX1;PDE11A;CREB1
KEGG_MEDICUS_REFERENCE_FGF_FGFR_RAS_ERK_SIGNALING_PATHWAY 0.4605042 0.8457558 0.0743625 -0.3178830 -0.9929631 35 FGFR3;FGFR2;FGFR1;FGF18;MAPK3;FGF10;SOS2;FGF20;FGF7;HRAS
KEGG_MEDICUS_VARIANT_AMPLIFIED_CCND1_TO_CELL_CYCLE_G1_S 0.4991394 0.8641746 0.0714786 -0.4980626 -0.9957672 6 CCND1
KEGG_MEDICUS_REFERENCE_ACTH_CORTISOL_SIGNALING_PATHWAY 0.4644068 0.8466372 0.0743625 -0.3251425 -0.9978592 32 ADCY1;ADCY9;PBX1;ADCY6;MRAP;ADCY5;CREB1
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_PDYN_TO_TRANSPORT_OF_CALCIUM 0.4888124 0.8620367 0.0725352 -0.5015161 -1.0026719 6 GRIN2C;GRIN2B;GRIN2A;PDYN
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PINK1_TO_ELECTRON_TRANSFER_IN_COMPLEX_I 0.4471947 0.8328375 0.0749279 -0.3131751 -1.0043904 39 NDUFA7;NDUFC2;NDUFB10;NDUFA2;NDUFS4;NDUFA5;NDUFA4;NDUFC1
KEGG_MEDICUS_REFERENCE_DEUBIQUITINATION_OF_H2AK119 0.4650350 0.8466372 0.0758887 -0.3414296 -1.0058405 26 PHC3;BMI1;MBD5;MBD6;SCML1;CBX8;CBX4;PHC1
KEGG_MEDICUS_REFERENCE_INTRINSIC_APOPTOTIC_PATHWAY 0.4473684 0.8328375 0.0780892 -0.4109231 -1.0106245 13 BCL2;PMAIP1
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_ATP1A1_TO_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 0.4364261 0.8328375 0.0782955 -0.3448654 -1.0125640 25 CACNA1H;CAMK2B;CACNA1D
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_GNAS_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 0.4342561 0.8322121 0.0789210 -0.3370041 -1.0167111 29 ADCY1;ADCY9;PBX1;ADCY6;ADCY5;CREB1
KEGG_MEDICUS_REFERENCE_ELECTRON_TRANSFER_IN_COMPLEX_III 0.4396552 0.8328375 0.0780892 -0.4518112 -1.0244569 9 UQCRQ;UQCRB;CYC1;UQCRC2;UQCR11
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_TNF_JNK_SIGNALING_PATHWAY 0.4526678 0.8364220 0.0764767 -0.5126761 -1.0249837 6 HTT;MAP3K10;MAP2K7;MAPK9
KEGG_MEDICUS_REFERENCE_FGF_FGFR_PI3K_SIGNALING_PATHWAY 0.4320138 0.8314707 0.0789210 -0.3374160 -1.0252274 31 FGFR3;FGFR2;FGFR1;FGF18;FGF10;FGF20;FGF7;FGF3;AKT2;FGF19;FGF5;FGF17;FGF16;AKT3;FGF23;FGF8;FGF22
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ATXN1_TO_RORA_MEDIATED_TRANSCRIPTION 0.4475043 0.8328375 0.0770737 -0.5140936 -1.0278178 6 ITPR1;GRM1
KEGG_MEDICUS_REFERENCE_MANNOSE_TYPE_O_GLYCAN_BIOSYNTHESIS_FKTN_TO_LARGE 0.4618182 0.8457558 0.0782955 -0.6889672 -1.0310041 2 FKTN
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_TDP43_TO_ELECTRON_TRANSFER_IN_COMPLEX_I 0.4042904 0.8074776 0.0802023 -0.3224444 -1.0341182 39 NDUFA7;NDUFC2;NDUFB10;NDUFA2;NDUFS4;NDUFA5;NDUFA4;NDUFC1
KEGG_MEDICUS_REFERENCE_GLOBAL_GENOME_NER 0.4270833 0.8261393 0.0799859 -0.3919980 -1.0386989 17 MNAT1;CCNH;GTF2H5;CDK7;CETN2
KEGG_MEDICUS_REFERENCE_HEPARAN_SULFATE_BIOSYNTHESIS 0.4176776 0.8189062 0.0810802 -0.4432444 -1.0403623 11 GLCE;EXTL2;EXTL1;NDST1;NDST4
KEGG_MEDICUS_REFERENCE_GLYCOGEN_DEGRADATION 0.4325260 0.8314707 0.0791317 -0.4737364 -1.0418380 8 AGL;PYGL
KEGG_MEDICUS_REFERENCE_TLR3_IRF3_SIGNALING_PATHWAY 0.4068966 0.8074776 0.0822055 -0.4595226 -1.0419421 9 CREBBP;TBK1
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_KCNJ5_TO_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 0.4037801 0.8074776 0.0824344 -0.3550590 -1.0424936 25 CACNA1H;CAMK2B;CACNA1D
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_CACNA1D_H_TO_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 0.4075993 0.8074776 0.0822055 -0.3604529 -1.0441679 24 CACNA1H;CAMK2B;CACNA1D
KEGG_MEDICUS_REFERENCE_ELECTRON_TRANSFER_IN_COMPLEX_I 0.3900826 0.8060688 0.0822055 -0.3284219 -1.0452774 38 NDUFA7;NDUFC2;NDUFB10;NDUFA2;NDUFS4;NDUFA5;NDUFA4;NDUFC1
KEGG_MEDICUS_REFERENCE_MITOCHONDRIAL_COMPLEX_UCP1_IN_THERMOGENESIS 0.3776596 0.8010542 0.0878313 -0.3047183 -1.0454455 56 NDUFAF1;NDUFC2;NDUFB10;NDUFA2;COA3;COX20;NDUFAF3;UQCRQ;NDUFS4;UQCRB;NDUFA4;CYC1;COX14;UQCRC2;NDUFAF6;NDUFAF2;NDUFA10;NDUFS8;COX11;COX16;COA5
KEGG_MEDICUS_REFERENCE_RETROGRADE_AXONAL_TRANSPORT 0.3771044 0.8010542 0.0850427 -0.3212417 -1.0465975 42 DNALI1;TUBA3D;DNAH7;DNAH5;DCTN4
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_SMO_TO_HEDGEHOG_SIGNALING_PATHWAY 0.3875433 0.8060688 0.0850427 -0.3487725 -1.0522151 29 GLI3;WNT3;GLI1;WNT4;WNT2B;BMP4
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PTCH1_TO_HEDGEHOG_SIGNALING_PATHWAY 0.3875433 0.8060688 0.0850427 -0.3487725 -1.0522151 29 GLI3;WNT3;GLI1;WNT4;WNT2B;BMP4
KEGG_MEDICUS_REFERENCE_DERMATAN_SULFATE_DEGRADATION 0.4238754 0.8261393 0.0802023 -0.4792894 -1.0540502 8 IDUA;IDS;HYAL1;HYAL3
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_RETROGRADE_AXONAL_TRANSPORT 0.3715753 0.7986289 0.0867950 -0.3204419 -1.0549825 44 DNALI1;TUBA3D;DNAH7;DNAH5;DCTN4;HTT
KEGG_MEDICUS_REFERENCE_DOUBLE_HOLLIDAY_JUNCTION_RESOLUTION 0.4059754 0.8074776 0.0833634 -0.5620038 -1.0607035 5 SLX4
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_MET_TO_RAS_ERK_SIGNALING_PATHWAY 0.4083045 0.8074776 0.0822055 -0.4146731 -1.0629981 15 CCND1
KEGG_MEDICUS_REFERENCE_MAGI_PTEN_SIGNALING_PATHWAY 0.3993115 0.8074776 0.0831291 -0.5333434 -1.0663034 6 MAGI2;MAGI1;PTEN;AKT2
KEGG_MEDICUS_REFERENCE_BMP_SIGNALING_PATHWAY 0.3545611 0.7789687 0.0897105 -0.3936305 -1.0760619 19 BMPR1B;ACVR2B;BMP4;BMPR2;GDF6
KEGG_MEDICUS_REFERENCE_AUTOPHAGY_VESICLE_NUCLEATION_ELONGATION_MATURATION_MTORC1_PI3KC3_C1 0.3823529 0.8050220 0.0857844 -0.4199909 -1.0766302 15 TELO2;MLST8;ATG14;BECN1;DEPTOR
KEGG_MEDICUS_REFERENCE_PKA_HOLOENZYME 0.3865546 0.8060688 0.0835991 -0.5140251 -1.0863466 7 PRKAR1A;PRKAR2A;PRKACG;PRKAR2B;PRKACB;PRKACA;PRKAR1B
KEGG_MEDICUS_REFERENCE_COHESIN_LOADING 0.3500000 0.7789687 0.0905429 -0.4823930 -1.0937996 9 ATRX;MAU2;RAD21;NIPBL;STAG2
KEGG_MEDICUS_REFERENCE_HOMOLOGOUS_RECOMBINATION_IN_ICLR 0.3573944 0.7789687 0.0905429 -0.4414745 -1.0942926 14 RPA4;BRCA1
KEGG_MEDICUS_REFERENCE_WNT_SIGNALING_MODULATION_LGR_RSPO 0.3415493 0.7789687 0.0931455 -0.4089615 -1.0971334 18 FZD8;ZNRF3;RNF43;FZD6;LGR4;FZD3;RSPO1;FZD4;LGR5;FZD10;RSPO2
KEGG_MEDICUS_PATHOGEN_HPV_E6_TO_NOTCH_SIGNALING_PATHWAY_N00380 0.3602058 0.7801171 0.0886261 -0.4519169 -1.0976580 12 HEY1;JAG1;NOTCH4;NOTCH3;MAML3;HES1;RBPJL
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_EGFR_TO_RAS_ERK_SIGNALING_PATHWAY 0.3512111 0.7789687 0.0905429 -0.4296400 -1.1013654 15 CCND1
KEGG_MEDICUS_REFERENCE_TSC1_2_MTORC1_SIGNALING_PATHWAY 0.3518198 0.7789687 0.0905429 -0.4697730 -1.1026290 11 TELO2;MLST8;TSC2;DEPTOR;TSC1;AKT1S1
KEGG_MEDICUS_REFERENCE_EGF_EGFR_RAS_ERK_SIGNALING_PATHWAY 0.3435897 0.7789687 0.0911073 -0.4211573 -1.1043387 16 CCND1;MAPK3;SOS2;EGF;HRAS
KEGG_MEDICUS_REFERENCE_WNT_SIGNALING_MODULATION_SOST_LRP4 0.3485915 0.7789687 0.0919686 -0.4458391 -1.1051113 14 FZD8;LRP6;FZD6;LRP4;FZD3;FZD4
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_ATXN3_TO_AUTOPHAGY_VESICLE_NUCLEATION 0.3562823 0.7789687 0.0894367 -0.5534625 -1.1065273 6 ATG14;BECN1;ATXN3;PIK3C3;AMBRA1
KEGG_MEDICUS_REFERENCE_IGF_IGF1R_PI3K_SIGNALING_PATHWAY 0.3543860 0.7789687 0.0908241 -0.4517810 -1.1111106 13 IGF1R;TSC2
KEGG_MEDICUS_REFERENCE_AVP_V2R_PKA_SIGNALING_PATHWAY 0.3391304 0.7789687 0.0928481 -0.4859482 -1.1137752 10 ADCY9;ADCY6
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_AXIN_TO_WNT_SIGNALING_PATHWAY 0.3373913 0.7789687 0.0931455 -0.4880416 -1.1185731 10 CCND1;LEF1
KEGG_MEDICUS_REFERENCE_KITLG_KIT_PI3K_SIGNALING_PATHWAY 0.3379549 0.7789687 0.0928481 -0.4774798 -1.1207180 11 KITLG
KEGG_MEDICUS_REFERENCE_TGF_BETA_SIGNALING_PATHWAY 0.3339100 0.7789687 0.0934449 -0.5135519 -1.1293999 8 SMAD3;TGFB3
KEGG_MEDICUS_REFERENCE_NODAL_SIGNALING_PATHWAY 0.3287197 0.7789687 0.0943564 -0.5143331 -1.1311179 8 SMAD3;ACVR2B;NODAL;ACVR1C;ACVR1B;SMAD4
KEGG_MEDICUS_VARIANT_FZD7_OVEREXPRESSION_TO_WNT_SIGNALING_PATHWAY 0.2619440 0.7289867 0.1051251 -0.3581126 -1.1327726 37 CCND1;WNT3;WNT4;LRP6;WNT2B;AXIN2;LEF1
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SNCA_TO_ELECTRON_TRANSFER_IN_COMPLEX_I 0.2739274 0.7372220 0.1024494 -0.3543643 -1.1364891 39 NDUFA7;NDUFC2;NDUFB10;NDUFA2;SNCA;NDUFS4;NDUFA5;NDUFA4;NDUFC1
KEGG_MEDICUS_VARIANT_NOTCH_OVEREXPRESSION_TO_NOTCH_SIGNALING_PATHWAY 0.2974359 0.7545607 0.0995791 -0.4395391 -1.1525387 16 HEY2;HEY1;HEYL;JAG1;NOTCH4;DLL1;JAG2;HES5
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_APC_TO_WNT_SIGNALING_PATHWAY 0.3173242 0.7789687 0.0959207 -0.4748462 -1.1533507 12 CCND1;AXIN2;LEF1
KEGG_MEDICUS_REFERENCE_ACTIVIN_SIGNALING_PATHWAY 0.3079585 0.7686544 0.0982123 -0.5256882 -1.1560901 8 SMAD3;ACVR2B
KEGG_MEDICUS_VARIANT_BCL2_OVEREXPRESSION_TO_INTRINSIC_APOPTOTIC_PATHWAY 0.3075630 0.7686544 0.0965630 -0.5498811 -1.1621251 7 BCL2
KEGG_MEDICUS_REFERENCE_TYROSINE_DEGRADATION 0.2829525 0.7390746 0.1043440 -0.6171384 -1.1647622 5 HGD;FAH;HPD
KEGG_MEDICUS_REFERENCE_GATOR1_MTORC1_SIGNALING_PATHWAY 0.2640845 0.7289867 0.1088201 -0.4700372 -1.1650917 14 TELO2;MLST8;NPRL2;RRAGB;DEPTOR;NPRL3;AKT1S1
KEGG_MEDICUS_REFERENCE_AMH_SIGNALING_PATHWAY 0.2879310 0.7426221 0.1020801 -0.5176505 -1.1737439 9 BMPR1B
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_ELECTRON_TRANSFER_IN_COMPLEX_III 0.2869565 0.7426221 0.1028218 -0.5123526 -1.1742930 10 HTT;UQCRQ;UQCRB;CYC1;UQCRC2;UQCR11
KEGG_MEDICUS_REFERENCE_IGF_IGF1R_RAS_ERK_SIGNALING_PATHWAY 0.2683761 0.7289867 0.1059203 -0.4486083 -1.1763195 16 IGF1R;IGF2
KEGG_MEDICUS_ENV_FACTOR_NICOTINE_NNK_TO_CAMP_SIGNALING_PATHWAY 0.2535211 0.7198604 0.1114627 -0.4775141 -1.1836249 14 ADCY1;ADCY9;ADCY6;ADCY5
KEGG_MEDICUS_REFERENCE_GLYCOSAMINOGLYCAN_BIOSYNTHESIS_LINKAGE_TETRASACCHARIDE 0.2794376 0.7390746 0.1051251 -0.6271691 -1.1836938 5 XYLT1;XYLT2;B3GALT6
KEGG_MEDICUS_REFERENCE_PTH_PTH1R_PKA_SIGNALING_PATHWAY 0.2525952 0.7198604 0.1105647 -0.4658986 -1.1943129 15 ADCY1;ADCY9;ADCY6;ADCY5
KEGG_MEDICUS_PATHOGEN_HCMV_US28_TO_GNAI_AC_PKA_SIGNALING_PATHWAY 0.2444444 0.7128178 0.1119183 -0.4556117 -1.1946834 16 ADCY1;ADCY9;ADCY6;ADCY5;GNAO1;GNAI1
KEGG_MEDICUS_VARIANT_CDH1_REDUCED_EXPRESSION_TO_BETA_CATENIN_SIGNALING_PATHWAY 0.2785467 0.7390746 0.1043440 -0.5438122 -1.1959482 8 CCND1;LEF1
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_AUTOPHAGY_VESICLE_NUCLEATION 0.2822719 0.7390746 0.1031975 -0.5985589 -1.1966877 6 HTT;ATG14;BECN1
KEGG_MEDICUS_PATHOGEN_KSHV_LANA_TO_WNT_SIGNALING_PATHWAY 0.2773109 0.7390746 0.1028218 -0.5664896 -1.1972257 7 CCND1;LEF1
KEGG_MEDICUS_VARIANT_IGF2_OVEREXPRESSION_TO_RAS_ERK_SIGNALING_PATHWAY 0.2491349 0.7185286 0.1114627 -0.4678508 -1.1993171 15 IGF1R;IGF2
KEGG_MEDICUS_REFERENCE_WNT_SIGNALING_PATHWAY 0.2182131 0.6926866 0.1198878 -0.3624246 -1.1998843 46 CCND1;WNT3;WNT4;FZD8;LRP6;WNT2B;AXIN2;FZD6;LEF1
KEGG_MEDICUS_VARIANT_AMPLIFIED_FGFR_TO_PI3K_SIGNALING_PATHWAY 0.2672414 0.7289867 0.1067299 -0.5298400 -1.2013830 9 FGFR2;FGFR1
KEGG_MEDICUS_ENV_FACTOR_E2_TO_RAS_ERK_SIGNALING_PATHWAY 0.2307692 0.7002262 0.1157344 -0.4593417 -1.2044642 16 ESR1;MAPK3;CHRNA9
KEGG_MEDICUS_VARIANT_EML4_ALK_FUSION_KINASE_TO_RAS_ERK_SIGNALING_PATHWAY 0.2452830 0.7128178 0.1119183 -0.4962939 -1.2054449 12 CCND1
KEGG_MEDICUS_REFERENCE_VALINE_DEGRADATION 0.2612457 0.7289867 0.1083943 -0.5487863 -1.2068872 8 ACADS;ALDH6A1;HIBADH;ECHS1;HIBCH
KEGG_MEDICUS_VARIANT_LRP6_OVEREXPRESSION_TO_WNT_SIGNALING_PATHWAY 0.2106164 0.6825737 0.1221079 -0.3652881 -1.2085266 45 CCND1;WNT3;WNT4;FZD8;LRP6;WNT2B;AXIN2;FZD6;LEF1
KEGG_MEDICUS_ENV_FACTOR_BPA_TO_RAS_ERK_SIGNALING_PATHWAY 0.2263158 0.7002262 0.1188150 -0.4956738 -1.2190606 13 ESR1
KEGG_MEDICUS_REFERENCE_CX3CR1_GNAI_AC_PKA_SIGNALING_PATHWAY 0.2135417 0.6848823 0.1221079 -0.4602001 -1.2194178 17 ADCY1;ADCY9;CX3CR1;ADCY6;ADCY5
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_KRAS_NRAS_TO_ERK_SIGNALING_PATHWAY 0.2417391 0.7128178 0.1137873 -0.5324948 -1.2204583 10 CCND1
KEGG_MEDICUS_REFERENCE_NOTCH_SIGNALING_PATHWAY 0.2210526 0.6945765 0.1204334 -0.4981281 -1.2250965 13 HEY1;JAG1;NOTCH4;DLL1;JAG2;NOTCH3;DLL4
KEGG_MEDICUS_PATHOGEN_HCV_CORE_TO_RXRA_LXRA_MEDIATED_TRANSCRIPTION 0.2495697 0.7185286 0.1110115 -0.6133262 -1.2262117 6 CCND1
KEGG_MEDICUS_REFERENCE_HEDGEHOG_SIGNALING_PATHWAY 0.2175439 0.6926866 0.1215433 -0.5016736 -1.2338163 13 GLI3;GLI1
KEGG_MEDICUS_REFERENCE_AUTOPHAGY_VESICLE_NUCLEATION_ELONGATION_MATURATION_E3_UBIQUITIN_LIGASE_MALIN 0.2444062 0.7128178 0.1123785 -0.6171860 -1.2339285 6 ATG14;UVRAG;BECN1
KEGG_MEDICUS_ENV_FACTOR_ARSENIC_TO_ELECTRON_TRANSFER_IN_COMPLEX_IV 0.1979167 0.6516512 0.1275053 -0.4693967 -1.2437864 17 COX6C;COX7A1;COX7C;COX4I2
KEGG_MEDICUS_REFERENCE_COMMON_PATHWAY_OF_COMPLEMENT_CASCADE_MAC_FORMATION 0.2201681 0.6945765 0.1177658 -0.5916027 -1.2503000 7 C5;C6;C8B;C7
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_ELECTRON_TRANSFER_IN_COMPLEX_I 0.1660959 0.5977521 0.1395997 -0.3802009 -1.2517256 44 MAPT;NDUFA7;NDUFC2;NDUFB10;NDUFA2;NDUFS4;NDUFA5;NDUFA4
KEGG_MEDICUS_REFERENCE_EP_NE_ADRB_CAMP_SIGNALING_PATHWAY 0.1972318 0.6516512 0.1275053 -0.4918261 -1.2607770 15 ADCY1;ADCY9;ADCY6;ADCY5;PLN
KEGG_MEDICUS_REFERENCE_REGULATION_OF_COMPLEMENT_CASCADE_MAC_INHIBITION 0.2000000 0.6550265 0.1262540 -0.5627652 -1.2760390 9 CLU;C6;C8B;C7;VTN;CD59
KEGG_MEDICUS_REFERENCE_EARLY_ENDOSOMAL_FUSION 0.1972318 0.6516512 0.1275053 -0.5804933 -1.2766171 8 RABEP1;EEA1;RABGEF1;RAB5B;PIK3C3
KEGG_MEDICUS_REFERENCE_REGULATION_OF_GF_RTK_RAS_ERK_SIGNALING_PATHWAY_ADAPTOR_PROTEINS 0.1895652 0.6510942 0.1307771 -0.5570170 -1.2766622 10 SHC2;GAB2;SHC3;SOS2
KEGG_MEDICUS_REFERENCE_NRG_ERBB4_PI3K_SIGNALING_PATHWAY 0.1733102 0.6165461 0.1372508 -0.5439302 -1.2766872 11 ERBB4
KEGG_MEDICUS_REFERENCE_HEPARAN_SULFATE_DEGRADATION 0.1966387 0.6516512 0.1256399 -0.6060483 -1.2808296 7 IDUA;HGSNAT;IDS;GNS
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_RET_TO_PI3K_SIGNALING_PATHWAY 0.1920415 0.6510942 0.1294429 -0.5824509 -1.2809221 8 RET
KEGG_MEDICUS_VARIANT_OLIGOMERIC_CONFORMATION_PRPC_TO_ANTEROGRADE_AXONAL_TRANSPORT 0.1801029 0.6312152 0.1335550 -0.5286441 -1.2840203 12 KIF5C
KEGG_MEDICUS_VARIANT_MLL_ENL_FUSION_TO_TRANSCRIPTIONAL_ACTIVATION 0.1701754 0.6088936 0.1395997 -0.5244685 -1.2898783 13 HPGD;FUT8;EYA1;SIX4;HOXA11;MEIS1;GRIA3
KEGG_MEDICUS_REFERENCE_BMP_HAMP_SIGNALING_PATHWAY_AUXILIARY_FACTOR 0.1910499 0.6510942 0.1294429 -0.6468203 -1.2931757 6 ACVR2B;BMPR2
KEGG_MEDICUS_REFERENCE_BMP15_SIGNALING_PATHWAY 0.1815126 0.6312152 0.1314576 -0.6120394 -1.2934913 7 BMPR1B;BMPR2
KEGG_MEDICUS_REFERENCE_AUTOPHAGOSOME_AND_LYSOSOME_FUSION_TETHERING_FACTOR 0.1478873 0.5481572 0.1511488 -0.5234791 -1.2975594 14 VPS18;VPS41;VPS39;EPG5;TECPR2;MAP1LC3A
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_ELECTRON_TRANSFER_IN_COMPLEX_IV 0.1435897 0.5387124 0.1511488 -0.5033170 -1.3197739 16 COX6C;COX7A1;COX7C;COX4I2
KEGG_MEDICUS_REFERENCE_LEUCINE_DEGRADATION 0.1529412 0.5568858 0.1446305 -0.6330689 -1.3379352 7 IVD;HMGCL;MCCC2;AUH;HMGCLL1
KEGG_MEDICUS_REFERENCE_NOTCH_LIGAND_UBIQUITYLATION 0.1435986 0.5387124 0.1521449 -0.6132292 -1.3486095 8 JAG1;MIB1;DLL1;JAG2;DLL4;NEURL1B;MIB2
KEGG_MEDICUS_REFERENCE_BETA_OXIDATION 0.1126516 0.4567784 0.1737478 -0.5797855 -1.3608452 11 ACADSB;ACADS
KEGG_MEDICUS_ENV_FACTOR_NNK_NNN_TO_PI3K_SIGNALING_PATHWAY_N01350 0.1217839 0.4771153 0.1656567 -0.5606855 -1.3618455 12 ESR1
KEGG_MEDICUS_REFERENCE_HEDGEHOG_SIGNALING_PATHWAY_PTCH_CORECEPTOR 0.1297578 0.4958029 0.1608014 -0.6216189 -1.3670603 8 LRP2;CDON
KEGG_MEDICUS_REFERENCE_SKELETAL_TYPE_VGCC_RYR_SIGNALING 0.1018998 0.4441971 0.1830239 -0.4930389 -1.3811867 21 CACNA2D2;CACNG1;CACNG4;CACNG6;CACNB2
KEGG_MEDICUS_REFERENCE_CA2_PLCD_ITPR_SIGNALING_PATHWAY 0.1049914 0.4451347 0.1797823 -0.7001492 -1.3997953 6 PLCD4;ITPR2;ITPR1;PLCD3
KEGG_MEDICUS_REFERENCE_ELECTRON_TRANSFER_IN_COMPLEX_IV 0.1072664 0.4482414 0.1782199 -0.5473925 -1.4032192 15 COX6C;COX7A1;COX7C;COX4I2
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_TUBA4A_TO_RETROGRADE_AXONAL_TRANSPORT 0.0817391 0.3862330 0.2065879 -0.4741958 -1.4044853 27 DNALI1;DNAH7;DNAH5;DCTN4;DNAI1;DNAL1;DNAH9;ACTR10;DNAH12;DNAH6;DNAI2;DCTN6
KEGG_MEDICUS_ENV_FACTOR_E2_TO_NUCLEAR_INITIATED_ESTROGEN_SIGNALING_PATHWAY 0.1042017 0.4451054 0.1782199 -0.6676370 -1.4109918 7 ESR1
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_PSEN1_TO_ANTEROGRADE_AXONAL_TRANSPORT 0.1086207 0.4482414 0.1766943 -0.6270161 -1.4217245 9 KIF5C
KEGG_MEDICUS_REFERENCE_DNA_END_RESECTION_AND_RPA_LOADING 0.0951557 0.4190998 0.1900233 -0.5551042 -1.4229879 15 RPA4;RBBP8;BRCA1;RAD50
KEGG_MEDICUS_REFERENCE_RTK_PLCG_ITPR_SIGNALING_PATHWAY 0.0569948 0.3289256 0.2489111 -0.4180733 -1.4327213 54 ERBB4;RET;FGFR3;MST1;PDGFD;ERBB3;FGFR2;FGFR1;NTRK2;PDGFA;PDGFRB;FGF18;ITPR2;FGF10;ITPR1;NTRK3;PDGFC;HGF;FGF20
KEGG_MEDICUS_REFERENCE_P4_PR_PI3K_SIGNALING_PATHWAY 0.0951557 0.4190998 0.1900233 -0.6519310 -1.4337225 8 PGR
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SIFA_TO_TETHERING_OF_LATE_ENDOSOMES_AND_LYSOSOMES 0.0865052 0.4021598 0.1999152 -0.6580868 -1.4472601 8 VPS18;VPS41;VPS39
KEGG_MEDICUS_REFERENCE_REGULATION_OF_FIBRINOLYTIC_SYSTEM_PAI 0.0791738 0.3845423 0.2089550 -0.7276417 -1.4547605 6 SERPINA5;PLAT
KEGG_MEDICUS_REFERENCE_CARDIAC_TYPE_VGCC_RYR_SIGNALING 0.0690846 0.3459830 0.2249661 -0.5207054 -1.4586910 21 CACNA2D2;CACNG1;CACNG4;CACNG6;CACNB2;RYR2;CACNA2D4;TRDN;CASQ2;CACNG2;CACNA2D3;CACNB4;CACNA2D1;CACNA1C;CACNG7
KEGG_MEDICUS_REFERENCE_TETHERING_OF_LATE_ENDOSOMES_AND_LYSOSOMES 0.0879310 0.4031801 0.1978220 -0.6469012 -1.4668129 9 VPS18;VPS41;VPS39
KEGG_MEDICUS_REFERENCE_LHCGR_GNAS_PKA_SIGNALING_PATHWAY 0.0598291 0.3289256 0.2413400 -0.5629519 -1.4761458 16 CGA;ADCY1;ADCY9;ADCY6;ADCY5
KEGG_MEDICUS_REFERENCE_STEROID_HORMONE_BIOSYNTHESIS_PROGESTERONE_TO_CORTISOL_CORTISONE 0.0615114 0.3322004 0.2413400 -0.7894945 -1.4900602 5 CYP21A2;HSD11B2
KEGG_MEDICUS_REFERENCE_RENIN_ANGIOTENSIN_SIGNALING_PATHWAY 0.0509666 0.3038719 0.2663507 -0.8009199 -1.5116239 5 AGTR1;AGT
KEGG_MEDICUS_REFERENCE_P4_PR_RAS_ERK_SIGNALING_PATHWAY 0.0427350 0.2645299 0.2878571 -0.5804128 -1.5219311 16 CCND1;PGR
KEGG_MEDICUS_REFERENCE_ISOLEUCINE_DEGRADATION 0.0434783 0.2664658 0.2878571 -0.6656469 -1.5256378 10 ACADSB;ACADS
KEGG_MEDICUS_REFERENCE_GF_RTK_RAS_PI3K_SIGNALING_PATHWAY 0.0087160 0.0951057 0.3807304 -0.4068466 -1.5324933 88 ERBB4;IGF1R;KITLG;IGF2;AREG;FGFR3;PDGFD;ERBB3;FGFR2;INSR;FGFR1;NTRK2;PDGFA;PDGFRB;FGF18;NTF4;PIK3R1;FGF10;TEK;BDNF;NGFR;PDGFC;PIK3R2;SOS2;HGF;FGF20;NTF3;EGF;FLT3;FGF7;HRAS
KEGG_MEDICUS_REFERENCE_GF_RTK_RAS_ERK_SIGNALING_PATHWAY 0.0095704 0.0975511 0.3807304 -0.4045220 -1.5413232 91 ERBB4;IGF1R;RET;KITLG;IGF2;AREG;FGFR3;PDGFD;ERBB3;FGFR2;INSR;FGFR1;NTRK2;PDGFA;PDGFRB;FGF18;NTF4;ARTN;MAPK3;FGF10;TEK;BDNF;NGFR;PDGFC;SOS2;HGF;FGF20;NTF3
KEGG_MEDICUS_REFERENCE_GF_RTK_PI3K_SIGNALING_PATHWAY 0.0048714 0.0647630 0.4070179 -0.4219339 -1.5566711 82 ERBB4;IGF1R;KITLG;IGF2;AREG;FGFR3;PDGFD;ERBB3;FGFR2;INSR;FGFR1;NTRK2;PDGFA;PDGFRB;FGF18;NTF4;PIK3R1;FGF10;TEK;BDNF;NGFR;PDGFC;PIK3R2;HGF;FGF20;NTF3;EGF;FLT3
KEGG_MEDICUS_ENV_FACTOR_PHIP_TO_DNA_ADDUCTS 0.0123163 0.1155117 0.3807304 -0.8935532 -1.5704005 4 SULT1A2;SULT1A1;SULT1A4
KEGG_MEDICUS_REFERENCE_FSHR_GNAS_PKA_SIGNALING_PATHWAY 0.0164952 0.1361407 0.3524879 -0.5999696 -1.5732118 16 CGA;ADCY1;ADCY9;ADCY6;ADCY5
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SOD1_TO_RETROGRADE_AXONAL_TRANSPORT 0.0201645 0.1513109 0.3524879 -0.5427943 -1.6076622 27 DNALI1;DNAH7;DNAH5;DCTN4;DNAI1;DNAL1;SOD1;DNAH9;ACTR10;DNAH12;DNAH6;DNAI2;DCTN6
KEGG_MEDICUS_REFERENCE_IGF2_IGF1R_PI3K_SIGNALING_PATHWAY 0.0172425 0.1380007 0.3524879 -0.6885143 -1.6160481 11 IGF1R;IGF2
KEGG_MEDICUS_REFERENCE_CREATINE_PATHWAY 0.0176388 0.1380007 0.3524879 -0.8084445 -1.6163081 6 GAMT;CKMT2;GATM
KEGG_MEDICUS_REFERENCE_REGULATION_OF_GF_RTK_RAS_ERK_SIGNALING_UBIQUITINATION_OF_RTK_BY_CBL 0.0083773 0.0951057 0.3807304 -0.5674861 -1.6662039 25 ERBB4;IGF1R;FGFR3;ERBB3;FGFR2;INSR;FGFR1;NTRK2;PDGFRB
KEGG_MEDICUS_REFERENCE_GPI_ANCHOR_BIOSYNTHESIS 0.0099634 0.0994732 0.3807304 -0.5815040 -1.6845135 24 PIGT;PIGX;PIGB;PIGH;PIGV;PIGQ;PIGF;PIGG;PGAP1;PIGN;GPAA1;PIGP
KEGG_MEDICUS_REFERENCE_HEDGEHOG_SIGNALING_PATHWAY_HH_LIGAND_SECRETION 0.0018297 0.0314610 0.4550599 -0.9094042 -1.7163730 5 SCUBE2;HHAT;DISP1
KEGG_MEDICUS_REFERENCE_CA2_ENTRY_VOLTAGE_GATED_CA2_CHANNEL 0.0044226 0.0608353 0.4070179 -0.5948877 -1.7466581 25 CACNA2D2;CACNA1H;CACNG1;CACNA1D;CACNG4;CACNG6;CACNB2
KEGG_MEDICUS_REFERENCE_NUCLEAR_INITIATED_ESTROGEN_SIGNALING_PATHWAY 0.0000235 0.0010702 0.5756103 -0.8665585 -2.0339451 11 TFF1;ESR1;PGR;BCL2;KRT19
# Save fgseaRes_keg as txt file.
write.table(fgseaResTidy_kegg, file.path(output_dir, "pathway_analysis", "full_fgseaRes_kegRank.txt"), sep = "\t", row.names = FALSE, quote = FALSE)

# Mark "significant" if adjusted p-value <= 0.05, else "non-significant".
fgseaResTidy_kegg$adjPvalue <- ifelse(fgseaResTidy_kegg$padj <= 0.05, "significant", "non-significant")

# Create a ggplot of significant pathways, with bars colored based on adjusted p-value significance.
ggplot(fgseaResTidy_kegg[fgseaResTidy_kegg$padj < 0.05, ], aes(reorder(pathway, NES), NES, fill = adjPvalue)) + 
  geom_col() + 
  scale_fill_manual(values = cols) + 
  coord_flip() + 
  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1)) +
  labs(x = "Pathway", y = "Normalized Enrichment Score", title = "KEGG pathways NES Enrichment Score from GSEA")

# Plot significant pathways as points with a gradient color based on p-value and size based on a 'size' variable.
ggplot(fgseaResTidy_kegg[fgseaResTidy_kegg$padj < 0.05, ], aes(y=reorder(pathway, size),x= NES)) + geom_point(aes(color=padj,size=size)) + 
  scale_color_gradientn(colours = c("red","blue")) + 
  labs(x='Normalized Enrichment Score', y=NULL ) + 
  theme( axis.title = element_text(face='bold'), axis.text = element_text (face='bold') )

###### KEGG_LEGACY

# Load KEGG_MEDICUS pathways.
pathwaysKEGG_LEG <- gmtPathways(file.path(input_dir,"c2.cp.kegg_legacy.v2023.2.Hs.symbols.gmt"))

# Perform fgsea with KEGG pathways
fgseaResTidy_kegg_leg <- fgsea(pathwaysKEGG_LEG, ranks)

# Organize and sort KEGG results by NES
fgseaResTidy_kegg_leg <- fgseaResTidy_kegg_leg %>%
  as_tibble() %>%
  arrange(desc(NES))

# Combine genes in leadingEdge with semicolons
fgseaResTidy_kegg_leg$leadingEdge <- sapply(fgseaResTidy_kegg_leg$leadingEdge, paste, collapse = ";")

# Show in a Tidy table of keg.
kable(fgseaResTidy_kegg_leg) %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
pathway pval padj log2err ES NES size leadingEdge
KEGG_GRAFT_VERSUS_HOST_DISEASE 0.0000000 0.0000000 1.0175448 0.8706850 2.8753376 35 GZMB;HLA-F;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-E;IFNG;HLA-DQA2;FASLG;HLA-A;HLA-DMA;HLA-DPB1;HLA-C;HLA-B;HLA-DQB1;HLA-DOB;HLA-DQA1;IL1B;KLRC1;TNF;PRF1;HLA-DMB;HLA-G;KLRD1;FAS;HLA-DOA;IL6;CD28
KEGG_LEISHMANIA_INFECTION 0.0000000 0.0000000 1.0276699 0.7598058 2.8266688 68 STAT1;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;IFNG;HLA-DQA2;HLA-DMA;HLA-DPB1;HLA-DQB1;NCF1;NCF2;TLR2;HLA-DOB;FCGR3A;HLA-DQA1;IL1B;PRKCB;FCGR3B;CYBA;NCF4;TNF;C3;HLA-DMB;ITGB2;ITGAM;IFNGR1;FCGR2A;MAPK1;HLA-DOA;MYD88;JAK2;PTPN6;IL10;NFKBIB;IFNGR2;TLR4;ITGA4;NFKBIA;MAP3K7;NFKB1;MAPK13;MARCKSL1
KEGG_ANTIGEN_PROCESSING_AND_PRESENTATION 0.0000000 0.0000000 1.0376962 0.7465462 2.8037181 72 TAP1;HLA-F;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-E;IFI30;HLA-DQA2;CD8A;HLA-A;HLA-DMA;HLA-DPB1;HLA-C;HLA-B;CD74;HLA-DQB1;HLA-DOB;CTSS;HLA-DQA1;KLRC1;B2M;CTSL;KLRC4;CD8B;KLRC2;CIITA;HLA-DMB;LGMN;HLA-G;KLRD1;CTSB;HLA-DOA;CD4;PSME2;KLRC3
KEGG_ALLOGRAFT_REJECTION 0.0000000 0.0000000 0.9325952 0.8423048 2.7816153 35 GZMB;HLA-F;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-E;IFNG;HLA-DQA2;FASLG;HLA-A;HLA-DMA;HLA-DPB1;HLA-C;HLA-B;HLA-DQB1;HLA-DOB;HLA-DQA1;CD40;TNF;PRF1;HLA-DMB;HLA-G;FAS;HLA-DOA;CD28;IL10
KEGG_CYTOKINE_CYTOKINE_RECEPTOR_INTERACTION 0.0000000 0.0000000 1.2871037 0.6089810 2.7741054 255 CCL18;CXCL9;CXCL13;TNFRSF17;CXCL10;CCL13;CCL5;CCL8;CXCL11;CD27;IL21R;CCR7;LTB;CCL4;IL2RB;CXCL1;CXCR3;CCL2;CCR5;CXCR6;CCL7;TNFSF13B;CCL17;CCL19;CCL3;XCL1;IFNG;XCL2;CCL3L3;FASLG;IL10RA;IL12RB2;CD70;IL2RG;CCR2;TNFRSF8;IL7R;TNFRSF21;TNFSF14;TNFSF10;IL18RAP;IL1B;IL2RA;CXCR4;TNFRSF4;IL15;CD40;IL18;TNF;OSM;PLEKHO2;IL15RA;CCR1;IL22RA2;CX3CL1;TNFRSF9;CXCR5;CCL21;IFNGR1;IFNAR2;FAS;CCL20;IL7;CXCL16;CCL11;CSF1R;IL17RA;VEGFA;IL6;RELT;IL6R;TNFSF13;CSF2RA;IFNL2;TNFRSF25;IL23A;IL3RA;TNFRSF13C;BMP7;IL10;IL1R2;TNFRSF1B;IFNGR2;TNFRSF6B;IL4R;TNFSF4
KEGG_PRIMARY_IMMUNODEFICIENCY 0.0000000 0.0000000 0.8870750 0.8245743 2.7230622 35 IGLL1;CD19;CD79A;CD3D;TAP1;LCK;ICOS;CD8A;ZAP70;IL2RG;IL7R;CD40;CD8B;CIITA;ADA;PTPRC;BTK;JAK3;BLNK;CD4;TNFRSF13C
KEGG_NATURAL_KILLER_CELL_MEDIATED_CYTOTOXICITY 0.0000000 0.0000000 1.0276699 0.6610628 2.6918705 122 GZMB;LCK;CD247;ICAM1;HCST;HLA-E;IFNG;FASLG;ZAP70;HLA-A;CD48;PLCG2;HLA-C;HLA-B;VAV1;SYK;LCP2;FCGR3A;SH2D1A;TNFSF10;FCER1G;KLRC1;PRKCB;FCGR3B;RAC2;TYROBP;TNF;ICAM2;KLRC2;LAT;PRF1;BID;ITGAL;ITGB2;IFNGR1;HLA-G;KLRD1;FYN;IFNAR2;FAS;MAPK1;PIK3CG;KLRC3;PTPN6;NCR3;KLRK1;IFNGR2;CASP3;PTK2B;CD244;SH2D1B
KEGG_INTESTINAL_IMMUNE_NETWORK_FOR_IGA_PRODUCTION 0.0000000 0.0000000 0.8753251 0.7719686 2.6702123 45 TNFRSF17;ICOS;TNFSF13B;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-DQA2;ITGB7;HLA-DMA;HLA-DPB1;HLA-DQB1;HLA-DOB;HLA-DQA1;CXCR4;IL15;CD40;IL15RA;HLA-DMB;HLA-DOA;IL6;TNFSF13;CD28;TNFRSF13C;IL10
KEGG_TYPE_I_DIABETES_MELLITUS 0.0000000 0.0000000 0.8513391 0.7800155 2.6433087 41 GZMB;HLA-F;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-E;IFNG;HLA-DQA2;FASLG;HLA-A;HLA-DMA;HLA-DPB1;HLA-C;HLA-B;HLA-DQB1;HLA-DOB;HLA-DQA1;IL1B;TNF;PRF1;HLA-DMB;HLA-G;FAS;HLA-DOA;CD28
KEGG_NOD_LIKE_RECEPTOR_SIGNALING_PATHWAY 0.0000000 0.0000000 0.8513391 0.7146738 2.5934060 60 CCL13;CCL5;CCL8;CXCL1;CCL2;CCL7;BIRC3;CASP1;PSTPIP1;IL1B;CASP5;IL18;TNF;TNFAIP3;CARD9;MAPK1;CCL11;RIPK2;IL6;CARD6;NOD2;NFKBIB;HSP90B1;CXCL2;NFKBIA;MAP3K7;NFKB1;NLRC4;MAPK13;NLRP3;NOD1;IKBKG;PYCARD;PYDC1
KEGG_AUTOIMMUNE_THYROID_DISEASE 0.0000000 0.0000000 0.8266573 0.7488431 2.5902221 45 GZMB;HLA-F;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-E;HLA-DQA2;FASLG;HLA-A;HLA-DMA;HLA-DPB1;HLA-C;HLA-B;HLA-DQB1;HLA-DOB;HLA-DQA1;CD40;PRF1;CTLA4;HLA-DMB;HLA-G;FAS;HLA-DOA;CD28
KEGG_CELL_ADHESION_MOLECULES_CAMS 0.0000000 0.0000000 0.9545416 0.6296768 2.5796073 126 CD2;CDH3;PDCD1;ICOS;HLA-F;ICAM1;CD6;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-E;HLA-DQA2;CD8A;HLA-A;ITGB7;HLA-DMA;HLA-DPB1;HLA-C;HLA-B;VCAM1;HLA-DQB1;SDC1;HLA-DOB;HLA-DQA1;CD274;SPN;CD40;CD8B;SELPLG;ICAM2;CTLA4;HLA-DMB;ITGAL;ITGB2;ITGAM;PTPRC;HLA-G;ICAM3;SELL;HLA-DOA;ITGA6;CD28;CD4;F11R;CLDN4;CD58;CD99;CD40LG;CLDN1;CD226;ITGA4;CLDN10;ITGA9;CLDN14;MPZL1;NFASC;CDH1;SIGLEC1;CD80
KEGG_CHEMOKINE_SIGNALING_PATHWAY 0.0000000 0.0000000 1.0175448 0.5898100 2.5657354 183 CCL18;CXCL9;CXCL13;CXCL10;CCL13;CCL5;CCL8;CXCL11;CCR7;CCL4;STAT1;CXCL1;CXCR3;CCL2;CCR5;CXCR6;CCL7;CCL17;CCL19;CCL3;XCL1;XCL2;CCL3L3;VAV1;PRKX;NCF1;CCR2;LYN;PRKCB;CXCR4;RAC2;RASGRP2;TIAM2;HCK;ITK;FGR;CCR1;CX3CL1;GRK6;CXCR5;CCL21;ADCY7;JAK3;GNGT2;CCL20;MAPK1;CXCL16;CCL11;GNB4;PIK3CG;ARRB2;JAK2;CSK
KEGG_HEMATOPOIETIC_CELL_LINEAGE 0.0000000 0.0000000 0.8012156 0.6340369 2.4639226 84 CD38;CD19;CD2;CD3D;CD3G;HLA-DRA;HLA-DRB5;HLA-DRB1;CD8A;CD5;TFRC;IL7R;IL1B;CD14;IL2RA;CD37;TNF;CD8B;MS4A1;ITGAM;CD7;CD44;IL7;CSF1R;IL6;CR2;ITGA6;IL6R;CSF2RA;CD4;IL3RA;IL1R2;IL4R;CD1A;CD1B;ITGA4;CD33;FLT3LG;GP1BA;CD1E
KEGG_SYSTEMIC_LUPUS_ERYTHEMATOSUS 0.0000000 0.0000003 0.7195128 0.6931667 2.4552926 51 C1QA;C1QB;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;IFNG;HLA-DQA2;C1QC;HLA-DMA;HLA-DPB1;C2;HLA-DQB1;HLA-DOB;FCGR3A;HLA-DQA1;FCGR2B;FCGR3B;C1S;CD40;TNF;C3;HLA-DMB;C1R;FCGR2A;HLA-DOA;CD28;SNRPB;IL10;CD40LG;ACTN1;SNRPD3;ACTN4;TRIM21
KEGG_PROTEASOME 0.0000001 0.0000012 0.7049757 0.7122511 2.4276063 42 PSMD3;PSMB9;IFNG;PSMB3;PSMB8;PSMB10;PSME2;PSMB2;PSME4;PSMD11;PSMD2;PSMA4;PSMC2;PSMA3;PSMC4;PSMB4;PSMA7;PSMD14;PSMB5;PSMD7;PSMB6;PSMA5;PSMD12;PSMD8;PSMD13;PSMB1;PSMB7
KEGG_ASTHMA 0.0000009 0.0000080 0.6594444 0.7528009 2.3667333 28 HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-DQA2;HLA-DMA;HLA-DPB1;HLA-DQB1;HLA-DOB;HLA-DQA1;FCER1G;CD40;TNF;HLA-DMB;CCL11;HLA-DOA;IL10;CD40LG
KEGG_TOLL_LIKE_RECEPTOR_SIGNALING_PATHWAY 0.0000000 0.0000001 0.7614608 0.5986049 2.3579215 95 CXCL9;CXCL10;CCL5;CXCL11;CCL4;STAT1;CCL3;TLR2;IL1B;CD14;CD40;LBP;TLR1;TNF;TLR8;LY96;IFNAR2;MAPK1;IL6;PIK3CG;MYD88;TLR6;IRF5;MAP2K3;MAP3K8;TLR4;NFKBIA;MAP3K7;PIK3CD;NFKB1;CD80;MAPK13;TLR9;IRF7
KEGG_VIRAL_MYOCARDITIS 0.0000002 0.0000022 0.6901325 0.6062184 2.2552853 68 HLA-F;ICAM1;HLA-DRA;HLA-DPA1;HLA-DRB5;HLA-DRB1;HLA-E;HLA-DQA2;HLA-A;HLA-DMA;HLA-DPB1;HLA-C;HLA-B;HLA-DQB1;HLA-DOB;HLA-DQA1;CD40;RAC2;PRF1;BID;HLA-DMB;ITGAL;ITGB2;HLA-G;FYN;HLA-DOA;CD28;EIF4G1;ACTB;CXADR;CASP3;CD40LG
KEGG_T_CELL_RECEPTOR_SIGNALING_PATHWAY 0.0000000 0.0000003 0.7337620 0.5658317 2.2542743 106 CD3D;PDCD1;LCK;ICOS;CD3G;CD247;IFNG;CD8A;ZAP70;VAV1;LCP2;NFKBIE;TNF;CD8B;ITK;LAT;CTLA4;PTPRC;FYN;MAPK1;PRKCQ;PIK3CG;CD28;CD4;NCK1;PTPN6;IL10;NFKBIB;CD40LG;MAP3K8;CARD11;RASGRP1;NFKBIA;MAP3K7;PIK3CD;NFKB1;MAPK13;NCK2;PAK4;NRAS;CD3E
KEGG_B_CELL_RECEPTOR_SIGNALING_PATHWAY 0.0000009 0.0000080 0.6594444 0.5769702 2.1872716 75 CD19;CD79A;DAPP1;LILRB3;CD79B;PLCG2;VAV1;SYK;INPP5D;LYN;FCGR2B;PRKCB;RAC2;NFKBIE;CD72;BTK;BLNK;MAPK1;PIK3CG;CR2;PTPN6;NFKBIB;CARD11;RASGRP3;NFKBIA;PIK3CD;NFKB1
KEGG_CYTOSOLIC_DNA_SENSING_PATHWAY 0.0000672 0.0004999 0.5384341 0.6022519 2.1232163 47 CXCL10;CCL5;AIM2;CCL4;ZBP1;CASP1;IL1B;IL18;IL6;NFKBIB;NFKBIA;NFKB1;IRF7;POLR3D;IKBKG;PYCARD;POLR1C;ADAR
KEGG_FC_GAMMA_R_MEDIATED_PHAGOCYTOSIS 0.0000134 0.0001136 0.5933255 0.5244331 2.0617816 89 PLCG2;VAV1;NCF1;SYK;INPP5D;FCGR3A;LYN;FCGR2B;PRKCB;RAC2;HCK;LAT;ARPC1B;LIMK2;PTPRC;FCGR2A;ARPC5L;MAPK1;MARCKS;PIK3CG;CFL1;PIP5K1B;MYO10;PLD1;WAS;VASP;WASF3;PLA2G4A;DOCK2;ARPC2;ARPC5;SPHK1;DNM2;GSN;PIK3CD;MARCKSL1
KEGG_PATHOGENIC_ESCHERICHIA_COLI_INFECTION 0.0004757 0.0034031 0.4984931 0.5452726 1.9634463 54 HCLS1;TUBB3;CD14;ARPC1B;TUBB;TUBA4A;LY96;FYN;ARPC5L;TUBB6;NCK1;TUBA1C;ACTB;TUBB2A;WAS;YWHAQ;TUBA1A;CLDN1;TLR4;ARPC2;ARPC5;TUBB4A;ARHGEF2;CDH1;NCK2;EZR;ARPC4;ACTG1
KEGG_CELL_CYCLE 0.0000164 0.0001328 0.5756103 0.4763674 1.9479526 123 CDKN2A;CCNE1;CDC45;CDC20;TTK;BUB1;MCM5;CHEK1;MCM2;CDK1;PTTG2;MCM6;PTTG1;MCM4;CDC25B;CCNA2;MCM3;E2F3;CCNB2;E2F1;HDAC2;CCND2;E2F2;ORC6;CCNE2;MCM7;SKP2;TFDP2;CUL1;MAD2L1;CDC25A;PLK1;YWHAQ;CDC7;CHEK2;TFDP1;MAD2L2;GADD45A;PCNA;BUB1B;YWHAH;CCNB1;ORC3;CDK6;SMC1B;SFN;CCND3;PKMYT1;ORC1;YWHAZ;CDC6;CDC25C;CDK4;WEE1;E2F4
KEGG_LEUKOCYTE_TRANSENDOTHELIAL_MIGRATION 0.0000304 0.0002355 0.5756103 0.4747866 1.9026942 111 ICAM1;MMP9;CYBB;PLCG2;VAV1;VCAM1;NCF1;NCF2;PRKCB;CXCR4;CYBA;NCF4;RAC2;ITK;MSN;ITGAL;ITGB2;ITGAM;PIK3CG;F11R;CLDN4;RASSF5;ACTB;VASP;CD99;MYL12A;PTK2B;CLDN1;ACTN1;ITGA4;RAP1A;ACTN4;CLDN10;CLDN14;PIK3CD;RHOH;MAPK13;SIPA1;EZR;ACTG1
KEGG_DNA_REPLICATION 0.0039671 0.0259873 0.4070179 0.5360490 1.7828795 36 MCM5;MCM2;MCM6;MCM4;RFC4;MCM3;RNASEH1;FEN1;RFC2;MCM7;RNASEH2A;PCNA;PRIM2;POLA2;RPA2;POLE3;DNA2;RNASEH2B;POLE2;RFC3;LIG1;POLD1;RPA1;SSBP1
KEGG_TRYPTOPHAN_METABOLISM 0.0058589 0.0351536 0.4070179 0.5255604 1.7818007 39 IDO1;IL4I1;TDO2;KYNU;KMO;ALDH2;DDC;ACAT2;AADAT
KEGG_GLYCOSPHINGOLIPID_BIOSYNTHESIS_LACTO_AND_NEOLACTO_SERIES 0.0086650 0.0488393 0.3807304 0.5853469 1.7704998 24 FUT3;B3GNT3;B3GNT5;ST8SIA1;B4GALT3;FUT4;FUT7;GCNT2;ST3GAL6
KEGG_PRION_DISEASES 0.0154276 0.0843981 0.3807304 0.5159709 1.7039349 35 CCL5;C1QA;C1QB;C1QC;PRKX;IL1B;FYN;MAPK1;IL6;STIP1;NOTCH1;BAX
KEGG_JAK_STAT_SIGNALING_PATHWAY 0.0005177 0.0035661 0.4772708 0.4000629 1.6828850 150 IL21R;IL2RB;STAT1;IFNG;SOCS1;IL10RA;IL12RB2;IL2RG;IL7R;PIM1;IL2RA;IL15;OSM;IL15RA;IL22RA2;IFNGR1;JAK3;IFNAR2;IL7;IL6;PIK3CG;CCND2;IL6R;JAK2;STAT5A;CSF2RA;IFNL2;IL23A;IL3RA;PTPN6;IL10;STAT4;IFNGR2;IL4R;IL10RB;STAT2;SPRED1;SOCS3
KEGG_TERPENOID_BACKBONE_BIOSYNTHESIS 0.0391175 0.1818962 0.3217759 0.6043732 1.6019418 15 PDSS1;FDPS;IDI1;MVD;ACAT2;HMGCS1;PDSS2
KEGG_BLADDER_CANCER 0.0203850 0.1053226 0.3524879 0.4718135 1.5983176 40 MMP1;CDKN2A;MMP9;ERBB2;E2F3;MAPK1;E2F1;VEGFA;E2F2
KEGG_P53_SIGNALING_PATHWAY 0.0162774 0.0865026 0.3524879 0.4260383 1.5729550 65 CDKN2A;CCNE1;PERP;CD82;CHEK1;CDK1;BID;GTSE1;STEAP3;CCNB2;FAS;RRM2;CCND2;CCNE2;TP53I3;CHEK2;CASP3;GADD45A;SERPINB5;CCNB1;BAX;CDK6;SFN;CCND3
KEGG_LYSOSOME 0.0055974 0.0347038 0.4070179 0.3869175 1.5683215 120 LAMP3;LAPTM5;CTSC;CTSV;CTSS;CD68;CTSL;CTSH;ATP6V0A4;LGMN;CTSZ;NAPSA;PSAP;ACP5;CTSW;CTSB;IGF2R;GM2A;MAN2B1;NPC2;ATP6V0A2;LAPTM4B;AP1B1;DNASE2;CTSD;HEXA;NPC1;AGA;CD164;CLTA;GLB1;ARSA;ARSB;AP1M1;SLC11A1;PLA2G15;LIPA;CTSA;GLA;SLC17A5;TPP1;M6PR;HEXB;ATP6V0D1;TCIRG1;AP3S1;SLC11A2
KEGG_APOPTOSIS 0.0080456 0.0467648 0.3807304 0.3964784 1.5519098 86 BIRC3;FASLG;PRKX;TNFSF10;IL1B;TNF;BID;CFLAR;FAS;CASP10;PIK3CG;MYD88;IL3RA;TRADD;CASP3;BAX;TNFRSF10A;NFKBIA;PIK3CD;NFKB1;CAPN2;IRAK1;TRAF2;IKBKG;ENDOD1;IRAK2;IL1R1;CASP6;RIPK1
KEGG_AMINO_SUGAR_AND_NUCLEOTIDE_SUGAR_METABOLISM 0.0448952 0.1897843 0.3217759 0.4427558 1.5090699 42 CHIT1;NPL;GMDS;NAGK;HK3;PGM1;UAP1;PGM3;UGP2;NANS;GFPT2;HEXA;RENBP;UXS1;GPI;GMPPB;GALK2
KEGG_CYSTEINE_AND_METHIONINE_METABOLISM 0.0443017 0.1897843 0.3217759 0.4544037 1.4892333 34 IL4I1;CBS;LDHC;LDHB;DNMT3B;AMD1;ADI1;MPST;SRM;DNMT3A;DNMT1;GOT1
KEGG_GLUTATHIONE_METABOLISM 0.0527097 0.2178666 0.3217759 0.4139334 1.4625446 50 GSTA5;IDH2;GSTA2;GSTA1;GSTP1;ODC1;LAP3;MGST1;PGD;GGT1;RRM2;GGCT;IDH1;GSTA4;GPX7;SRM;GSTO1
KEGG_COMPLEMENT_AND_COAGULATION_CASCADES 0.0231370 0.1145800 0.3524879 0.3836846 1.4274032 68 C1QA;C1QB;C1QC;C2;SERPING1;FGG;PLAUR;C1S;PLAU;C3;C1R;C3AR1;CR2;CFH
KEGG_GALACTOSE_METABOLISM 0.0687361 0.2645239 0.2572065 0.4717388 1.4268692 24 PFKP;HK3;PGM1;AKR1B1;UGP2;PFKL;GALK2;GLB1;GLA;B4GALT1;B4GALT2
KEGG_FC_EPSILON_RI_SIGNALING_PATHWAY 0.0432072 0.1897843 0.3217759 0.3736858 1.4250404 76 PLCG2;VAV1;SYK;LCP2;INPP5D;LYN;FCER1G;PRKCB;RAC2;TNF;LAT;BTK;FYN;MAPK1;PIK3CG
KEGG_EPITHELIAL_CELL_SIGNALING_IN_HELICOBACTER_PYLORI_INFECTION 0.0436148 0.1897843 0.3217759 0.3815459 1.4088020 66 CCL5;CXCL1;PLCG2;LYN;ATP6V0A4;CSK;F11R;ATP6V0A2;CASP3;MET;ATP6V1B2;ATP6V1C2;NFKBIA;ADAM17;NFKB1;MAPK13;NOD1;IKBKG;PAK1;ADAM10;ATP6V0D1;EGFR;TCIRG1;SRC;PLCG1;HBEGF
KEGG_RIG_I_LIKE_RECEPTOR_SIGNALING_PATHWAY 0.0628019 0.2512665 0.2820134 0.3713786 1.3538472 62 CXCL10;IFIH1;TNF;CASP10;NFKBIB;TRADD;TANK;NFKBIA;MAP3K7;NFKB1;MAPK13;ATG5;IRF7;TRAF2;IKBKG;ISG15;RIPK1;RNF125;TRIM25;IL12A;IRF3;TBKBP1;CASP8;TRAF3
KEGG_PPAR_SIGNALING_PATHWAY 0.0790698 0.2883721 0.2450418 0.3561001 1.3247822 68 MMP1;FABP7;FADS2;ACSL1;FABP6;NR1H3;ACSL5;DBI;CYP27A1;ME1;SCD;ACSL4;PLTP
KEGG_N_GLYCAN_BIOSYNTHESIS 0.0983607 0.3326379 0.2192503 0.3776220 1.3147444 46 ST6GAL1;MGAT4A;MGAT1;B4GALT3;DDOST;RPN1;RPN2;MOGS;DPAGT1;STT3A;MAN1A1;ALG3;MGAT3;ALG6;GANAB;B4GALT1;STT3B;B4GALT2;DPM1
KEGG_NON_SMALL_CELL_LUNG_CANCER 0.0983607 0.3326379 0.2192503 0.3615635 1.3019368 54 CDKN2A;ERBB2;PLCG2;PRKCB;E2F3;MAPK1;E2F1;PIK3CG;E2F2;RASSF5;PIK3CD;CDK6;NRAS;STK4;RAF1;FOXO3
KEGG_LYSINE_DEGRADATION 0.1062356 0.3466634 0.2089550 0.3813233 1.2927955 39 BBOX1;ALDH2;SUV39H2;ACAT2;AADAT;PLOD1;ALDH1B1
KEGG_CITRATE_CYCLE_TCA_CYCLE 0.1441648 0.4324943 0.1766943 0.4005654 1.2810178 30 IDH2;SDHA;IDH1;PDHA1;FH;SDHD;SDHC;IDH3G;SUCLG1;ACLY;OGDHL;SDHB;ACO2;MDH1
KEGG_OOCYTE_MEIOSIS 0.0873563 0.3124668 0.2311267 0.3158946 1.2661243 109 CALML5;CCNE1;PRKX;CDC20;BUB1;CDK1;PTTG2;PTTG1;AURKA;ADCY7;CCNB2;MAPK1;CCNE2;FBXO5;RPS6KA3;ITPR3;CUL1;MAD2L1;PLK1;YWHAQ;STAG3;MAD2L2;YWHAH;CCNB1;PPP1CA;CAMK2D;SMC1B;PPP2R5D;CALM3;PPP2R5C
KEGG_PANCREATIC_CANCER 0.1488372 0.4387766 0.1752040 0.3243897 1.2094417 69 STAT1;CDKN2A;ERBB2;RAC2;E2F3;MAPK1;E2F1;VEGFA;PIK3CG;E2F2;PLD1
KEGG_STEROID_BIOSYNTHESIS 0.2390805 0.5648984 0.1342735 0.4382322 1.2058982 17 DHCR7;CYP27B1;SOAT1;SQLE;EBP;NSDHL;MSMO1;LIPA
KEGG_NICOTINATE_AND_NICOTINAMIDE_METABOLISM 0.2261641 0.5648984 0.1357409 0.3965184 1.1993500 24 CD38;PNP;QPRT;ENPP3;NAMPT;NNMT;BST1;NT5C2
KEGG_VIBRIO_CHOLERAE_INFECTION 0.2037471 0.5210702 0.1482615 0.3304560 1.1818797 53 PLCG2;PRKX;PRKCB;ATP6V0A4;KDELR3;SEC61B;ACTB;PDIA4;ATP6V0A2;SEC61A1;ATP6V1B2;ATP6V1C2;SEC61G;KDELR2;ACTG1
KEGG_GLYCOSPHINGOLIPID_BIOSYNTHESIS_GANGLIO_SERIES 0.2850679 0.6025298 0.1204334 0.4432853 1.1749648 15 ST8SIA1;ST6GALNAC5;ST3GAL5;HEXA;SLC33A1;GLB1;HEXB
KEGG_REGULATION_OF_ACTIN_CYTOSKELETON 0.0966981 0.3326379 0.2220560 0.2629361 1.1708434 209 ITGB7;VAV1;CD14;ITGB6;RAC2;TIAM2;MSN;PFN1;ITGAL;ARPC1B;ITGB2;ITGAM;LIMK2;NCKAP1L;CHRM1;ARPC5L;MAPK1;RRAS2;PIK3CG;ITGA6;CSK;CFL1;TMSB4X;PIP5K1B;ITGAX;ACTB;MRAS;WAS;MYL12A;IQGAP3;DIAPH3;ARPC2;ACTN1;ITGA4;ARPC5;ACTN4;RDX;MYH9;ITGB4;ITGA9;SSH2;GSN;PIK3CD;PPP1CA;EZR;PAK4;NRAS;TIAM1;ARPC4;FGFR4;ACTG1;PDGFRA;PFN2;ITGB8
KEGG_GLYCOLYSIS_GLUCONEOGENESIS 0.2304038 0.5648984 0.1395997 0.3222534 1.1674985 59 PFKP;ALDH2;LDHC;LDHB;ENO1;AKR1A1;HK3;PGM1;GALM;PFKL;PDHA1;ALDH1A3;ALDH1B1;GAPDH;GPI;PKM;PGAM1;TPI1;LDHA;PGK1
KEGG_NEUROTROPHIN_SIGNALING_PATHWAY 0.1955556 0.5123005 0.1473312 0.2818585 1.1532951 125 CALML5;FASLG;PLCG2;NFKBIE;MAP3K5;SH2B2;ARHGDIB;MAPK1;RIPK2;PIK3CG;MAGED1;CSK;ATF4;RPS6KA4;RPS6KA3;NFKBIB;YWHAQ;YWHAH;RAP1A;BAX;NFKBIA;PIK3CD;NFKB1;CAMK2D;MAPK13;NRAS;IRAK1;CALM3;SHC4;RAF1;IRAK2;FOXO3;YWHAZ;CALML3
KEGG_PATHWAYS_IN_CANCER 0.1250000 0.3811475 0.1978220 0.2446459 1.1389243 321 MMP1;WNT6;STAT1;CDKN2A;CCNE1;COL4A4;MMP9;BIRC3;FASLG;ERBB2;PLCG2;GSTP1;WNT10A;PRKCB;RAC2;TRAF1;BID;TCF7L1;E2F3;CKS1B;WNT2;FAS;MAPK1;E2F1;CSF1R;BIRC5;VEGFA;HDAC2;IL6;PIK3CG;E2F2;CEBPA;ITGA6;CCNE2;STAT5A;CSF2RA;RASSF5;SKP2;PML;PLD1;EGLN3;HIF1A;HSP90B1;TCF7;CASP3;ETS1;COL4A2;MET;TRAF4;FZD9;SMO;SPI1;LAMC2;BAX;NFKBIA;PIK3CD;NFKB1;CDH1;FLT3LG;CDK6;NRAS;FH;WNT11;STK4;DAPK2;PDGFRA;STAT3;TRAF2;PPARD;FZD7;IKBKG;PTGS2;NFKB2;CCDC6;RAF1
KEGG_GLYCINE_SERINE_AND_THREONINE_METABOLISM 0.3287356 0.6574713 0.1119183 0.3441882 1.1059330 31 PSAT1;PHGDH;CBS;GLDC;PSPH;SHMT2;ALAS1
KEGG_MELANOGENESIS 0.2660333 0.5922827 0.1287887 0.2772484 1.1033313 101 CALML5;WNT6;PRKX;EDN1;WNT10A;PRKCB;POMC;CREB3L2;TCF7L1;ADCY7;WNT2;MAPK1;PLCB4;PLCB2;CREB3L1;TCF7
KEGG_STEROID_HORMONE_BIOSYNTHESIS 0.2950820 0.6098361 0.1204334 0.3158660 1.0997323 46 HSD17B2;HSD11B1;UGT2B7;COMT;SRD5A1;CYP7B1
KEGG_PROTEIN_EXPORT 0.3825503 0.7061861 0.1006334 0.3703287 1.0969700 22 SPCS3;SEC11C;SEC61B;SEC61A1;SEC61G;SRPRB;OXA1L
KEGG_GLYCOSAMINOGLYCAN_BIOSYNTHESIS_KERATAN_SULFATE 0.3628118 0.6886020 0.1047328 0.4115456 1.0856083 14 CHST2;B4GALT3;CHST6;B3GNT7;B4GALT4;CHST4;B4GALT1;B4GALT2
KEGG_GLIOMA 0.3498818 0.6736039 0.1096841 0.2903587 1.0720189 65 CALML5;CDKN2A;PLCG2;PRKCB;E2F3;MAPK1;E2F1;PIK3CG;E2F2
KEGG_LONG_TERM_POTENTIATION 0.3512881 0.6736039 0.1088201 0.2852851 1.0661347 70 CALML5;PRKX;PRKCB;PPP1R1A;MAPK1;ATF4;RPS6KA3;ITPR3;PLCB4;PLCB2;RAP1A;PPP1CA;CAMK2D;GRIN2D;NRAS;CALM3
KEGG_O_GLYCAN_BIOSYNTHESIS 0.4166667 0.7191697 0.0959207 0.3309881 1.0405946 28 GALNT14;GALNT3;GCNT1;B4GALT5;GALNT12;C1GALT1;C1GALT1C1
KEGG_FRUCTOSE_AND_MANNOSE_METABOLISM 0.4157044 0.7191697 0.0975449 0.3194869 1.0382492 32 PFKP;AKR1B10;GMDS;HK3;AKR1B1;PFKL
KEGG_PENTOSE_PHOSPHATE_PATHWAY 0.4175824 0.7191697 0.0943564 0.3340346 1.0377919 26 PFKP;PGD;PGM1;PFKL;GPI;TKT;PRPS1L1;TKTL1;RPE;PRPS1;DERA;TALDO1;H6PD
KEGG_TYROSINE_METABOLISM 0.3949192 0.7131550 0.1006334 0.3059537 1.0372711 39 PNMT;IL4I1;COMT;DDC;ALDH1A3
KEGG_ACUTE_MYELOID_LEUKEMIA 0.4093023 0.7191697 0.0988903 0.2858814 1.0335704 57 PIM2;PIM1;TCF7L1;MAPK1;PIK3CG;CEBPA;STAT5A;PML;TCF7;SPI1;PIK3CD;NFKB1;NRAS;STAT3;PPARD;IKBKG;RAF1
KEGG_OTHER_GLYCAN_DEGRADATION 0.4343891 0.7344211 0.0937465 0.3897704 1.0331190 15 MAN2B1;HEXA;AGA;FUCA2;GLB1;HEXB
KEGG_SPLICEOSOME 0.4304933 0.7344211 0.0937465 0.2493193 1.0137055 121 ALYREF;SNRPB;SNRPA1;LSM6;U2AF1;LSM2;THOC3;SF3A2;PRPF18;SNRPD3;SNRPA;SF3B5;SF3A3;HSPA8;SNRPG;HSPA6;SNRNP70;CWC15;SF3B3;DHX38;PRPF3;PRPF8;TRA2B;MAGOH;PPIL1;SRSF2;SF3B2;DHX16;PHF5A;SRSF3;LSM4;NCBP1;SNRPD1;SNRPF;SNRPC;PRPF4;PRPF31;SART1;PRPF19;PPIH;LSM7;USP39;ISY1;CDC40
KEGG_ONE_CARBON_POOL_BY_FOLATE 0.4413793 0.7344211 0.0937465 0.3672914 1.0106880 17 MTHFD2;TYMS;MTHFD1L;SHMT2;MTHFD1;GART
KEGG_ALANINE_ASPARTATE_AND_GLUTAMATE_METABOLISM 0.4897025 0.7785014 0.0875697 0.3123897 0.9990298 30 IL4I1;ASS1;GPT2;ASNS;ADSL;GFPT2;GOT1;CAD;ACY3
KEGG_SMALL_CELL_LUNG_CANCER 0.5325581 0.8053318 0.0838361 0.2469548 0.9596877 84 CCNE1;COL4A4;BIRC3;TRAF1;E2F3;CKS1B;E2F1;PIK3CG;E2F2;ITGA6;CCNE2;SKP2;COL4A2;TRAF4;LAMC2;NFKBIA;PIK3CD;NFKB1;CDK6;TRAF2;IKBKG;PTGS2
KEGG_OLFACTORY_TRANSDUCTION 0.5432373 0.8076401 0.0802023 0.2276255 0.9532275 142 CALML5;CLCA2;PRKX;OR10H2;OR7E24;OR8B8;ARRB2;OR11A1;OR1S2;OR10J5;CAMK2D;OR7C2;CALM3;OR4X2
KEGG_PHOSPHATIDYLINOSITOL_SIGNALING_SYSTEM 0.5560748 0.8076401 0.0817516 0.2467667 0.9410378 76 CALML5;PLCG2;IMPA2;INPP5D;PRKCB;PIK3CG;PIP5K1B;ITPR3;PLCB4;PLCB2
KEGG_MATURITY_ONSET_DIABETES_OF_THE_YOUNG 0.5746102 0.8215006 0.0774768 0.2985252 0.9119212 25 MNX1;BHLHA15;PAX6;NEUROG3
KEGG_ADIPOCYTOKINE_SIGNALING_PATHWAY 0.6674528 0.8729526 0.0727141 0.2419867 0.8935003 66 ACSL1;NFKBIE;TNF;ACSL5;POMC;PRKCQ;JAK2;TNFRSF1B;NFKBIB;TRADD;ACSL4;SOCS3;NFKBIA;NFKB1;PRKAA1;STAT3;TRAF2;IKBKG;PRKAG2
KEGG_ADHERENS_JUNCTION 0.6690141 0.8729526 0.0723571 0.2405416 0.8885241 67 ERBB2;RAC2;TCF7L1;FYN;MAPK1;PTPN6;ACTB;WAS;TCF7;WASF3;MET;ACTN1;ACTN4;MAP3K7;YES1;CDH1;SNAI1;ACTG1;VCL;CSNK2B;PTPRJ;PARD3;ACTN2;TGFBR1;EGFR;PTPRF;SRC;TGFBR2
KEGG_PROGESTERONE_MEDIATED_OOCYTE_MATURATION 0.6883721 0.8769672 0.0704501 0.2278348 0.8853857 84 PRKX;BUB1;CDK1;CDC25B;CCNA2;ADCY7;CCNB2;MAPK1;PIK3CG;RPS6KA3;MAD2L1;CDC25A;PLK1;MAD2L2
KEGG_PANTOTHENATE_AND_COA_BIOSYNTHESIS 0.6426914 0.8600043 0.0738053 0.3255642 0.8736783 16 VNN2;ENPP3;VNN1;BCAT1
KEGG_MISMATCH_REPAIR 0.6357616 0.8600043 0.0718276 0.2900937 0.8708714 23 EXO1;RFC4;RFC2;PCNA;RPA2;MSH2;RFC3;LIG1;POLD1;MSH6;RPA1;SSBP1
KEGG_PYRUVATE_METABOLISM 0.6872038 0.8769672 0.0714786 0.2541249 0.8608747 40 ALDH2;LDHC;LDHB;ACAT2;AKR1B1;ME1;PDHA1;ALDH1B1;PKM;ME2;GLO1
KEGG_SELENOAMINO_ACID_METABOLISM 0.6807095 0.8769672 0.0686326 0.2811219 0.8503101 24 CBS;PAPSS2;SEPHS1;GGT1
KEGG_GAP_JUNCTION 0.7586207 0.9045093 0.0650878 0.2167919 0.8485747 86 PRKX;TUBB3;PRKCB;CDK1;TUBB;TUBA4A;ADCY7;MAPK1;TUBB6;ITPR3;TUBA1C;TUBB2A;PLCB4;PLCB2;TUBA1A
KEGG_METABOLISM_OF_XENOBIOTICS_BY_CYTOCHROME_P450 0.7242206 0.8952216 0.0694481 0.2331496 0.8470275 61 GSTA5;GSTA2;GSTA1;GSTP1;UGT2B7;MGST1;ALDH1A3;GSTA4;GSTO1
KEGG_GLYCOSAMINOGLYCAN_BIOSYNTHESIS_CHONDROITIN_SULFATE 0.6711409 0.8729526 0.0697793 0.2847330 0.8434224 22 CHST11;B3GAT1;CSGALNACT1;CHST12;DSE;CHPF2;CHST3
KEGG_DORSO_VENTRAL_AXIS_FORMATION 0.7028825 0.8893615 0.0670513 0.2752732 0.8326194 24 ETV7;MAPK1;ETS1;NOTCH1;PIWIL4;ETV6;EGFR
KEGG_STARCH_AND_SUCROSE_METABOLISM 0.7300469 0.8952216 0.0679923 0.2459872 0.8270274 38 UGT2B7;AMY1C;HK3;ENPP3;PGM1;UGP2;PYGB;UXS1;GPI;UGT2B10
KEGG_PHENYLALANINE_METABOLISM 0.7218391 0.8952216 0.0675189 0.2994788 0.8240859 17 IL4I1;DDC;ALDH1A3;GOT1
KEGG_ALZHEIMERS_DISEASE 0.9327354 0.9912198 0.0541201 0.1900939 0.7955399 143 CALML5;IL1B;TNF;BID;APOE;FAS;MAPK1;BACE2;SDHA;ITPR3;PLCB4;PLCB2;UQCRFS1;CASP3;NDUFA9;UQCRH;APP;GAPDH;ADAM17;NDUFA6;GRIN2D;CAPN2;SDHD;NAE1;SDHC;CALM3;COX5A
KEGG_RIBOFLAVIN_METABOLISM 0.7369615 0.8959139 0.0658312 0.2992201 0.7893070 14 ACP5;ENPP3;FLAD1
KEGG_AMYOTROPHIC_LATERAL_SCLEROSIS_ALS 0.8404762 0.9406338 0.0618406 0.2200532 0.7833171 52 CASP1;TNF;BID;MAP3K5;TOMM40L;TNFRSF1B;CASP3;MAP2K3;BAX;GRIN2D;MAPK13;TOMM40;DERL1
KEGG_VEGF_SIGNALING_PATHWAY 0.8917647 0.9755978 0.0584693 0.2023344 0.7640889 73 SH2D2A;PLCG2;PRKCB;RAC2;MAPK1;VEGFA;PIK3CG;PLA2G2A;PLA2G4A;SPHK1;PIK3CD;MAPK13;NRAS;PTGS2;RAF1;NFATC3
KEGG_PORPHYRIN_AND_CHLOROPHYLL_METABOLISM 0.8321839 0.9406338 0.0606404 0.2294602 0.7531547 33 CP;UGT2B7;ALAS1;HMBS;UGT2B10;HCCS;UGT2B28;FTH1
KEGG_GLYOXYLATE_AND_DICARBOXYLATE_METABOLISM 0.8445476 0.9406338 0.0603786 0.2728607 0.7322442 16 MTHFD2;MTHFD1L;MTHFD1
KEGG_LIMONENE_AND_PINENE_DEGRADATION 0.8255814 0.9406338 0.0615707 0.2996764 0.6952683 9 ALDH2;ALDH1B1
KEGG_PENTOSE_AND_GLUCURONATE_INTERCONVERSIONS 0.8881432 0.9755978 0.0562941 0.2364437 0.6867074 20 UGT2B7;AKR1B1;UGP2;UGT2B10;RPE;UGT2B28;UGT1A6;UGT2B11
KEGG_RENAL_CELL_CARCINOMA 0.9669811 0.9912198 0.0547940 0.1837724 0.6785527 66 MAPK1;VEGFA;PIK3CG;EGLN3;HIF1A;ETS1;MET;RAP1A;PIK3CD;PAK4;NRAS;FH;RAF1;PAK1;CUL2;AKT1;PAK6;JUN;EGLN1;GRB2;RAPGEF1;RBX1
KEGG_NON_HOMOLOGOUS_END_JOINING 0.8983834 0.9755978 0.0572461 0.2471200 0.6236120 12 FEN1;XRCC6;XRCC5;DCLRE1C
KEGG_SNARE_INTERACTIONS_IN_VESICULAR_TRANSPORT 0.9647059 0.9912198 0.0547940 0.1845922 0.6139470 36 VAMP5;STX11;STX17;STX7;YKT6;STX5;VAMP7
KEGG_RNA_DEGRADATION 0.9717647 0.9912198 0.0544556 0.1732038 0.6119782 50 MPHOSPH6;ENO1;DCPS;LSM6;LSM2;EXOSC8;LSM4;PATL1;CNOT1;XRN1;EXOSC7;LSM7;EXOSC1;EXOSC5;XRN2;CNOT3
KEGG_SPHINGOLIPID_METABOLISM 0.9793103 0.9912198 0.0530213 0.1721648 0.5650948 33 UGT8;SGPP2;SPHK1;DEGS1;GLB1;ARSA;GLA;SMPD2;CERK;SGPL1;SGMS2
KEGG_REGULATION_OF_AUTOPHAGY 0.9817352 0.9912198 0.0525899 0.1741825 0.5506668 29 IFNG;PRKAA1;ATG5;GABARAP;ATG7;ATG3;ATG4A
KEGG_RIBOSOME 1.0000000 1.0000000 0.0526973 0.1115972 0.4376383 87 RPL22L1;RPL19;RPS7;RPS12;RPS19;RPS10;RPS16;RPL18A;RPL23;RPS25;UBA52;RPL35;RPS6;RPL35A;RPL24;RPS27A;RPL21;RPL39;RPS18;RPL23A;RPL7A;RPL10L;RPSA;RPL3L;RPL4;RPL7;RPL32;RPL5;RPL27;RPL3;RPL10;RPL6;RPL36AL;FAU;RPS20;RPS27;RPL10A;MRPL13;RPS17;RPS21;RPL36A;RPS8;RPS3;RPL26;RPS11;RPL17;RPLP2;RPL15;RPS28;RPL37;RPS3A;RPL30;RPL34;RPL27A;RPL11;RPL13;RPL38;RPS4X;RPL36;RPLP0;RPS24;RPS4Y1;RPL18;RPL12;RPS29;RPS2;RPL31;RPL37A;RPS26;RPS15A;RPLP1;RPS5;RPS9;RPS13;RPS15;RPL14;RSL24D1;RPL13A;RPL8;RPL28;RPL26L1;RPL29
KEGG_RNA_POLYMERASE 0.9780622 0.9912198 0.0425878 -0.1944798 -0.5694624 27 POLR3K;POLR2L
KEGG_BASE_EXCISION_REPAIR 0.9858907 0.9912198 0.0405756 -0.1844953 -0.5708285 33 NEIL1;NTHL1;NEIL2;POLD4;MPG;PARP3
KEGG_GLYCEROLIPID_METABOLISM 0.9811644 0.9912198 0.0394367 -0.1786493 -0.5860020 41 DGAT1;ALDH7A1;ALDH3A2;GPAM;MBOAT1;DGKQ;MBOAT2
KEGG_GLYCOSPHINGOLIPID_BIOSYNTHESIS_GLOBO_SERIES 0.9411765 0.9912198 0.0431902 -0.2441777 -0.6147339 14 FUT1;ST3GAL1
KEGG_NUCLEOTIDE_EXCISION_REPAIR 0.9661319 0.9912198 0.0419926 -0.1914354 -0.6266080 43 RPA4;MNAT1;XPA;POLD4;CCNH;GTF2H5;CDK7
KEGG_GLYCOSAMINOGLYCAN_DEGRADATION 0.9126560 0.9755978 0.0445962 -0.2308222 -0.6468840 21 IDUA;HGSNAT;IDS;HYAL1;GNS;HYAL3
KEGG_ASCORBATE_AND_ALDARATE_METABOLISM 0.9099099 0.9755978 0.0452247 -0.2432184 -0.6611901 18 UGDH;ALDH7A1;ALDH3A2;UGT2B15;UGT2B4
KEGG_VALINE_LEUCINE_AND_ISOLEUCINE_BIOSYNTHESIS 0.8133803 0.9406338 0.0492918 -0.3297251 -0.7185820 8 BCAT2;PDHB;VARS2;PDHA2
KEGG_NOTCH_SIGNALING_PATHWAY 0.9058615 0.9755978 0.0447749 -0.2190122 -0.7312067 47 CREBBP;DTX3;JAG1;NCOR2;KAT2A;NOTCH4;DLL1;JAG2;RFNG;HES5;PSEN2;NOTCH3;DLL4
KEGG_HOMOLOGOUS_RECOMBINATION 0.8263254 0.9406338 0.0502948 -0.2562205 -0.7466768 26 RPA4;RAD50;POLD4
KEGG_MTOR_SIGNALING_PATHWAY 0.8370884 0.9406338 0.0472587 -0.2273288 -0.7780936 50 ULK2;EIF4B;PRKAA2;CAB39L;MLST8;TSC2;PIK3R1;MAPK3;RICTOR;PDPK1;PIK3R2;PIK3R5
KEGG_VASOPRESSIN_REGULATED_WATER_REABSORPTION 0.8309859 0.9406338 0.0483118 -0.2381345 -0.7862671 44 ADCY9;DCTN4;DYNC2H1;ADCY6;RAB11A;DYNC2LI1;CREB1;DYNC1I2;AVPR2;NSF;AQP4;DYNC1LI1;RAB5B;RAB11B;DCTN6;PRKACG
KEGG_ERBB_SIGNALING_PATHWAY 0.8112875 0.9406338 0.0494905 -0.2193393 -0.8301471 86 ERBB4;SHC2;CAMK2B;AREG;ERBB3;PTK2;CDKN1B;PIK3R1;MAPK3;SHC3;CBLC;PIK3R2;SOS2;PIK3R5
KEGG_PROPANOATE_METABOLISM 0.7160494 0.8952216 0.0552496 -0.2777906 -0.8459706 31 ABAT;ACACB;ALDH7A1;ALDH6A1;ALDH3A2
KEGG_NEUROACTIVE_LIGAND_RECEPTOR_INTERACTION 0.8726334 0.9661298 0.0450443 -0.1929358 -0.8473891 267 NPY1R;CGA;GRPR;AGTR1;CTSG;HTR7;ADRA2A;GRIA2;F2RL2;GRIK3;GHR;SSTR2;ADRA2C;PTGER3;PRSS1;ADORA1;GRIN2C;GLRA3;OXTR;HTR1F;LEP;ADRA1B;F2RL1;EDNRA;VIPR1;CHRNG;KISS1R;NPY5R;VIPR2;CHRNA9;PRLR;HTR2B
KEGG_INSULIN_SIGNALING_PATHWAY 0.7901460 0.9301719 0.0522693 -0.2086987 -0.8490798 134 PPP1R3C;IRS1;SHC2;SOCS2;FBP1;ACACB;INSR;LIPE;PRKAA2;PYGL;TSC2;PIK3R1;IRS2;MAPK3;IKBKB;PDPK1;PRKAB2;SHC3;CALML6;CBLC;PIK3R2;SOS2;SOCS4;PIK3R5;PCK1;PHKG2;EXOC7;MKNK2;SORBS1
KEGG_PARKINSONS_DISEASE 0.7663230 0.9078731 0.0509083 -0.2193649 -0.8499593 97 COX6C;NDUFA7;NDUFC2;NDUFB10;NDUFA2;COX7A1;COX7C;UQCRQ;COX4I2;SNCA;NDUFS4;NDUFA5;UQCRB;NDUFA4;CYC1;SLC18A2;UQCRC2;NDUFC1;UQCR11;COX6A1;SNCAIP
KEGG_TASTE_TRANSDUCTION 0.7315789 0.8952216 0.0540088 -0.2546877 -0.8642679 49 SCNN1A;ADCY6;TAS2R14;SCNN1G;GNG13;GNG3;PDE1A;ASIC2;GRM4;TAS2R46;TAS2R10;TAS2R20;PRKACG;TAS2R41;ADCY4;ADCY8;TAS2R42;TAS2R4;TAS2R8;TAS2R38;TAS2R40;TAS2R19;TAS2R3;TAS2R39;KCNB1
KEGG_UBIQUITIN_MEDIATED_PROTEOLYSIS 0.7495495 0.8994595 0.0541201 -0.2147267 -0.8698945 129 WWP1;FBXO2;NEDD4L;SKP1;BRCA1;UBE2B;BTRC;RHOBTB2;STUB1;MAP3K1;UBE3B;CUL3;MDM2;DET1;MGRN1;UBE3A;KLHL9;CUL5;CBLC;HERC2;ANAPC13;FBXO4;UBOX5;PIAS3;ANAPC4;UBE4B;UBE2QL1;NEDD4;FZR1
KEGG_GNRH_SIGNALING_PATHWAY 0.7474048 0.8994595 0.0523759 -0.2255555 -0.8732004 98 CGA;PLA2G10;ADCY1;ADCY9;CAMK2B;JMJD7-PLA2G4B;CACNA1D;PLA2G12A;ADCY6;ITPR2;MAP3K1;MAPK3;ADCY5
KEGG_AMINOACYL_TRNA_BIOSYNTHESIS 0.6108108 0.8415616 0.0637845 -0.3147737 -0.8875373 22 EARS2;WARS2;HARS2;VARS2;SEPSECS;PSTK;MARS2;NARS2;IARS2;DARS2
KEGG_BASAL_TRANSCRIPTION_FACTORS 0.6326889 0.8600043 0.0609039 -0.2890107 -0.8920210 32 GTF2I;TAF9;STON1;TAF9B;TAF7;TAF4;GTF2IRD1
KEGG_AXON_GUIDANCE 0.6702899 0.8729526 0.0596037 -0.2242883 -0.9044669 127 SEMA3C;ABLIM3;SEMA3F;LRRC4C;SRGAP1;SEMA3G;PTK2;PLXNB1;SLIT2;NFATC4;RHOD;NTN4;ABLIM2;SEMA4F;SEMA5A;MAPK3;RASA1;EPHA3;UNC5C;ROBO2;PLXNA3;RND1;SEMA4G;GNAI1;CHP1;NFAT5;CFL2;EFNB3;EFNB1;SEMA6A;HRAS;SRGAP3;UNC5B;EPHA6;ARHGEF12;PPP3CB;EPHA8;NTNG1;SEMA4C;PPP3CA;ROCK1;SEMA6D
KEGG_ETHER_LIPID_METABOLISM 0.6087751 0.8415616 0.0646485 -0.3092471 -0.9055159 27 PLA2G10;CHPT1;JMJD7-PLA2G4B;PLA2G12A
KEGG_ARGININE_AND_PROLINE_METABOLISM 0.6058520 0.8415616 0.0619763 -0.2685128 -0.9216936 51 GAMT;MAOA;GLS2;NAGS;ALDH7A1;CKMT2;GATM;ALDH3A2;GLUD1;GLUL;P4HA3;ACY1
KEGG_WNT_SIGNALING_PATHWAY 0.6391382 0.8600043 0.0614364 -0.2243674 -0.9219062 149 CCND1;WNT3;CAMK2B;CXXC4;SKP1;WNT4;FZD8;CREBBP;SMAD3;LRP6;WNT2B;AXIN2;BTRC;NFATC4;FZD6;SFRP2;LEF1;PRICKLE2;SOX17;SFRP4;CSNK1A1;PPP2R5A;DKK2;APC2
KEGG_PRIMARY_BILE_ACID_BIOSYNTHESIS 0.5534151 0.8076401 0.0672065 -0.3520842 -0.9293682 16 ACOX2;HSD17B4;SLC27A5;SCP2;AKR1D1;AKR1C4;HSD3B7;BAAT;CYP7A1;CYP8B1
KEGG_LINOLEIC_ACID_METABOLISM 0.5594150 0.8076401 0.0687943 -0.3220823 -0.9386111 26 PLA2G10;JMJD7-PLA2G4B;PLA2G12A
KEGG_TIGHT_JUNCTION 0.5905797 0.8321805 0.0656814 -0.2327346 -0.9390176 125 PARD6B;MYH11;CGN;MYL5;CLDN5;MAGI2;EPB41L1;OCLN;PRKCE;MAGI3;MAGI1;CTTN;PPP2R2C;MPDZ;TJP3;PARD6A;JAM2;RAB3B;JAM3;MYL7;CTNNA2;ASH1L;CLDN11;GNAI1;PTEN;PPP2CA;PRKCZ;MYH4;PPP2R2A;HRAS;CTNNA1;MYH7B;MYL10
KEGG_ENDOMETRIAL_CANCER 0.5601375 0.8076401 0.0656814 -0.2738576 -0.9419980 52 CCND1;AXIN2;LEF1;PIK3R1;MAPK3;APC2;PDPK1;CTNNA2;PIK3R2;APC;SOS2;PIK3R5;EGF;PTEN;BAD;HRAS;CTNNA1
KEGG_ABC_TRANSPORTERS 0.5422535 0.8076401 0.0684715 -0.2879653 -0.9507974 44 ABCA3;ABCC8;ABCC5;ABCA5;ABCA9;ABCG1;ABCG2;ABCA2;ABCA6;ABCA10;ABCA8;ABCD4;ABCB9;ABCB8;ABCC9;ABCB5;ABCC6;ABCD3;ABCG4
KEGG_BUTANOATE_METABOLISM 0.5097002 0.7886453 0.0716527 -0.3086173 -0.9548622 33 ABAT;ACSM1;HMGCL;ACADS;ALDH7A1;ALDH3A2;PDHB;GAD1
KEGG_MAPK_SIGNALING_PATHWAY 0.5785838 0.8215006 0.0643583 -0.2178859 -0.9553459 261 MAPT;CACNA2D2;PLA2G10;CACNA1H;CACNG1;HSPB1;HSPA2;FGFR3;FLNB;JMJD7-PLA2G4B;HSPA1A;CACNA1D;FGFR2;MAPK8IP3;CACNG4;FGFR1;PLA2G12A;NTRK2;MAP3K12;MAPK8IP2;PDGFA;PDGFRB;NFATC4;FGF18;TGFB3;NTF4;CACNG6;ARRB1;MAP3K1;CACNB2;MAPK3;LAMTOR3;RASA1;FGF10;IKBKB;MAP4K3;PPM1A;FGF12;MECOM
KEGG_ALPHA_LINOLENIC_ACID_METABOLISM 0.5183888 0.7903305 0.0704501 -0.3623644 -0.9565040 16 PLA2G10;JMJD7-PLA2G4B;PLA2G12A
KEGG_INOSITOL_PHOSPHATE_METABOLISM 0.5130435 0.7886453 0.0706196 -0.2766267 -0.9605685 54 PLCD4;ITPKA;INPP5J;INPP4B;ISYNA1;ALDH6A1;SYNJ2;IPPK;PIK3C2G;PLCD3;PIK3C2A;ITPK1;PLCE1;CDIPT;PTEN
KEGG_CHRONIC_MYELOID_LEUKEMIA 0.5025997 0.7855759 0.0714786 -0.2622884 -0.9671301 73 CCND1;SHC2;SMAD3;CDKN1B;TGFB3;RUNX1;PIK3R1;GAB2;MAPK3;IKBKB;MDM2;MECOM;SHC3;CBLC;PIK3R2;SOS2;PIK3R5
KEGG_FATTY_ACID_METABOLISM 0.4982759 0.7854179 0.0716527 -0.2969247 -0.9696397 40 ACADSB;ECI1;ACSL3;ACADS;ALDH7A1;ALDH3A2;CPT1B;ACOX3
KEGG_GLYCOSAMINOGLYCAN_BIOSYNTHESIS_HEPARAN_SULFATE 0.4734918 0.7592196 0.0772747 -0.3390637 -0.9880982 26 HS6ST3;GLCE;HS3ST5;XYLT1;XYLT2;EXTL2;B3GALT6;EXTL1;NDST1;NDST4
KEGG_PYRIMIDINE_METABOLISM 0.4540728 0.7408556 0.0766747 -0.2575169 -0.9905828 94 ENTPD8;NME5;NME3;NT5M;NME4;POLR3K;NT5C;POLR2L;RRM2B;POLD4;CANT1;NME7;DUT;ENTPD3;TK2
KEGG_CALCIUM_SIGNALING_PATHWAY 0.4630282 0.7488977 0.0764767 -0.2373021 -0.9940711 176 ERBB4;PLCD4;CACNA1H;GRPR;ADCY1;AGTR1;ITPKA;HTR7;ADCY9;CAMK2B;PTGER3;ERBB3;CACNA1D;TRPC1;GRIN2C;TNNC2;OXTR
KEGG_HUNTINGTONS_DISEASE 0.4436620 0.7344211 0.0787114 -0.2401457 -0.9987764 156 DNALI1;COX6C;NDUFA7;CREBBP;DCTN4;AP2B1;NDUFC2;HTT;NDUFB10;POLR2L;NDUFA2;COX7A1;COX7C;DNAI1;HIP1;UQCRQ;COX4I2;ITPR1;CREB1;DNAL1;BDNF;NDUFS4;TAF4;NDUFA5;SOD1;UQCRB;NDUFA4;CYC1
KEGG_HEDGEHOG_SIGNALING_PATHWAY 0.4461806 0.7344211 0.0776799 -0.2878142 -1.0010750 55 GLI3;WNT3;LRP2;GLI1;STK36;WNT4;WNT2B;BTRC;CSNK1G3;BMP4
KEGG_RETINOL_METABOLISM 0.3872633 0.7061861 0.0847985 -0.3008067 -1.0325450 51 CYP2B6;PNPLA4;CYP2A7;CYP2A6;DGAT1
KEGG_LONG_TERM_DEPRESSION 0.3834197 0.7061861 0.0855357 -0.2880745 -1.0385918 65 IGF1R;PLA2G10;GNAZ;GRIA2;JMJD7-PLA2G4B;PLA2G12A;ITPR2;MAPK3;ITPR1;CRH;PRKG1;GNAQ;GNAO1;GRIA1;GNAI1;PPP2CA;HRAS;PLA2G1B;PLCB1;PRKG2;PLA2G12B;GRM1;PLA2G2F
KEGG_BETA_ALANINE_METABOLISM 0.3855856 0.7061861 0.0875697 -0.3714200 -1.0472577 22 ABAT;AOC3;ALDH7A1;ALDH3A2;GAD1
KEGG_OXIDATIVE_PHOSPHORYLATION 0.3484321 0.6736039 0.0913924 -0.2721199 -1.0571960 99 COX6C;ATP6V1B1;NDUFA7;NDUFC2;NDUFB10;NDUFA2;ATP6V1G2;COX7A1;COX7C;UQCRQ;COX4I2;ATP6V1H;NDUFS4;ATP6V1C1;COX17;NDUFA5;UQCRB;NDUFA4;CYC1;UQCRC2;NDUFC1;UQCR11;COX6A1;ATP6V1G1;ATP6V1G3;ATP6V0D2;ATP6V0C;NDUFA10;ATP6V0E2;ATP6AP1;NDUFS8;COX11
KEGG_TAURINE_AND_HYPOTAURINE_METABOLISM 0.4072790 0.7191697 0.0824344 -0.4528393 -1.0602985 10 CSAD;CDO1;GAD1;GGT7
KEGG_TGF_BETA_SIGNALING_PATHWAY 0.3356643 0.6641869 0.0937465 -0.2824694 -1.0654375 84 THBS4;BMPR1B;SKP1;CREBBP;CHRD;COMP;SMAD3;ACVR2B;TGFB3;BMP4;BMPR2;MAPK3;INHBB;THBS1;ZFYVE16;GDF6
KEGG_VASCULAR_SMOOTH_MUSCLE_CONTRACTION 0.3000000 0.6131868 0.1006334 -0.2727903 -1.0766235 108 RAMP1;PLA2G10;ADCY1;AGTR1;MYH11;ADCY9;JMJD7-PLA2G4B;CACNA1D;PRKCE;PLA2G12A;ADRA1B;ADCY6;ITPR2;KCNMB4;EDNRA;MAPK3;ADCY5;RAMP3;RAMP2;ITPR1;KCNMB2;PRKG1;KCNMB3;CALML6
KEGG_PROSTATE_CANCER 0.2674825 0.5922827 0.1075544 -0.2904707 -1.1056504 88 CCND1;IGF1R;AR;BCL2;PDGFD;CREBBP;FGFR2;FGFR1;PDGFA;PDGFRB;CDKN1B;LEF1;PIK3R1;MAPK3;IKBKB;NKX3-1;MDM2;PDPK1;CREB1;PDGFC;PIK3R2;SOS2;PIK3R5
KEGG_COLORECTAL_CANCER 0.2942177 0.6098361 0.0999277 -0.3105393 -1.1098213 62 CCND1;BCL2;SMAD3;AXIN2;TGFB3;LEF1;APPL1;PIK3R1;MAPK3;MSH3;APC2;RALGDS;PIK3R2;APC;PIK3R5
KEGG_ARACHIDONIC_ACID_METABOLISM 0.2591304 0.5877837 0.1092500 -0.3203293 -1.1123232 54 CYP2B6;PLA2G10;HPGDS;EPHX2;LTC4S;JMJD7-PLA2G4B;PLA2G12A;PTGES
KEGG_SULFUR_METABOLISM 0.3286467 0.6574713 0.0952880 -0.4537757 -1.1129045 12 SULT1A2;SULT2B1;SULT1A1;SULT1A4;SUOX
KEGG_DRUG_METABOLISM_OTHER_ENZYMES 0.2764085 0.5993275 0.1059203 -0.3387900 -1.1186092 44 NAT1;NAT2;CYP2A7;CYP2A6
KEGG_ENDOCYTOSIS 0.2399299 0.5648984 0.1147507 -0.2672327 -1.1213848 177 PARD6B;ERBB4;IGF1R;WWP1;RET;PSD3;RAB11FIP3;HSPA2;RAB11FIP1;FGFR3;NEDD4L;RABEP1;ERBB3;VPS28;HSPA1A;FGFR2;VPS37D;AP2B1;EHD2;GRK4;CHMP2A;PDCD6IP;RAB22A;SH3GLB2;ARRB1;DNAJC6;TSG101;EEA1;RAB11A;EPN2;USP8;PARD6A;MDM2;VPS25;RAB11FIP5
KEGG_MELANOMA 0.2771084 0.5993275 0.1043440 -0.3051945 -1.1221049 71 CCND1;IGF1R;PDGFD;FGFR1;PDGFA;PDGFRB;FGF18;PIK3R1;MAPK3;FGF10;MDM2;FGF12;PDGFC;PIK3R2;HGF;PIK3R5;FGF20;RB1;EGF;PTEN;FGF7;BAD;HRAS
KEGG_DRUG_METABOLISM_CYTOCHROME_P450 0.2500000 0.5740741 0.1105647 -0.3125008 -1.1260529 64 CYP2B6;GSTO2;MAOA;CYP2A7;CYP2A6;GSTM3;FMO5;GSTM1;GSTT2;GSTM5;GSTT1;CYP2A13
KEGG_THYROID_CANCER 0.2836879 0.6025298 0.1047328 -0.3770357 -1.1358563 29 CCND1;RET
KEGG_BASAL_CELL_CARCINOMA 0.2447917 0.5691406 0.1128434 -0.3290101 -1.1443628 55 GLI3;WNT3;GLI1;STK36;WNT4;FZD8;WNT2B;AXIN2;FZD6;LEF1;BMP4
KEGG_PURINE_METABOLISM 0.1597846 0.4572297 0.1464162 -0.2837389 -1.1688860 150 PDE8B;ENTPD8;NME5;ADCY1;NME3;ADCY9;PDE5A;NT5M;NME4;ENPP1;POLR3K;PDE2A;NT5C;POLR2L;ADCY6;PDE6B;RRM2B;PDE7B;POLD4;CANT1;ADCY5;NME7;PDE11A;AK5;IMPDH2;ENTPD3;AK7;PDE8A;PDE1A;GMPR2
KEGG_ARRHYTHMOGENIC_RIGHT_VENTRICULAR_CARDIOMYOPATHY_ARVC 0.1906412 0.5065610 0.1301056 -0.3230710 -1.1912524 73 CACNA2D2;CACNG1;GJA1;CACNA1D;LAMA2;SGCD;CACNG4;ITGA3;ITGA7;LEF1;ITGB3;CACNG6;CACNB2;SGCG;ITGA10;SGCA;ITGA2;ITGB5;CTNNA2;RYR2;SGCB
KEGG_FOCAL_ADHESION 0.1119005 0.3588534 0.1766943 -0.2823259 -1.1977113 195 CCND1;THBS4;IGF1R;BCL2;CHAD;VAV3;SHC2;LAMB2;DOCK1;FLNB;MYL5;COL4A6;PDGFD;COL2A1;LAMA3;LAMA2;COMP;PTK2;ITGA3;ITGA7;PDGFA;PDGFRB;CAV1;ITGB3;TNN;PIK3R1;ITGA10;MAPK3;ARHGAP35;THBS1;PDPK1;ITGA2;LAMC1;COL6A3;COL1A2;SHC3;ITGB5;LAMA5;MYL7;COL5A3;FLNC;PDGFC;PIK3R2;SOS2;HGF;PIK3R5;COL1A1;COL3A1
KEGG_HYPERTROPHIC_CARDIOMYOPATHY_HCM 0.1713781 0.4687695 0.1395997 -0.3189634 -1.1984365 83 CACNA2D2;CACNG1;TNNI3;CACNA1D;LAMA2;SGCD;CACNG4;ITGA3;ITGA7;PRKAA2;TGFB3;ITGB3;CACNG6;CACNB2;SGCG;ITGA10;SGCA;ITGA2;PRKAB2;ITGB5
KEGG_BIOSYNTHESIS_OF_UNSATURATED_FATTY_ACIDS 0.2342342 0.5648984 0.1182875 -0.4334667 -1.2061512 20 ELOVL2;ACOT4;ELOVL5;ACOT1;ACOT2;ACOX3
KEGG_CIRCADIAN_RHYTHM_MAMMAL 0.2390158 0.5648984 0.1152400 -0.4945003 -1.2127834 12 BHLHE40;PER2;PER3;CRY2;PER1
KEGG_PEROXISOME 0.1695804 0.4687695 0.1395997 -0.3259648 -1.2171505 78 SLC27A2;NUDT12;ACOX2;EPHX2;DECR2;PEX11G;HSD17B4;HMGCL;ACSL3;CROT;PEX11A;PEX12;FAR1;PEX19;PEX2;MPV17L;ACOX3;DDO;PEX11B;SOD1;PXMP4;SCP2;AGPS;HAO2;PEX1;AGXT;PEX6;ABCD4;GNPAT;ECI2
KEGG_ALDOSTERONE_REGULATED_SODIUM_REABSORPTION 0.1832192 0.4938952 0.1321473 -0.3731991 -1.2241606 41 IRS1;SCNN1A;NEDD4L;ATP1A2;INSR;HSD11B2;PIK3R1;IRS2;MAPK3;PDPK1;SCNN1G;ATP1B2;PIK3R2;NR3C2;PIK3R5
KEGG_TYPE_II_DIABETES_MELLITUS 0.1509769 0.4387766 0.1501698 -0.3737573 -1.2478477 47 IRS1;ABCC8;SOCS2;CACNA1D;INSR;PRKCE;KCNJ11;PIK3R1;ADIPOQ;IRS2;MAPK3;IKBKB
KEGG_ECM_RECEPTOR_INTERACTION 0.1153846 0.3637549 0.1723243 -0.3311711 -1.2491335 84 THBS4;CHAD;LAMB2;COL4A6;COL2A1;SDC4;CD36;LAMA3;LAMA2;COMP;ITGA3;ITGA7;GP1BB;ITGB3;TNN;ITGA10;THBS1;ITGA2;LAMC1;COL6A3;COL1A2;ITGB5;LAMA5;COL5A3;COL1A1;COL3A1;HSPG2
KEGG_FOLATE_BIOSYNTHESIS 0.2045061 0.5210702 0.1250334 -0.5362537 -1.2556088 10 QDPR;SPR
KEGG_PROXIMAL_TUBULE_BICARBONATE_RECLAMATION 0.1711712 0.4687695 0.1412251 -0.4550498 -1.2830606 22 ATP1A2;CA2;GLS2;GLUD1;ATP1B2;PCK1;SLC4A4;CA4;GLUD2;AQP1;ATP1B4;ATP1B1
KEGG_DILATED_CARDIOMYOPATHY 0.0696864 0.2645239 0.2249661 -0.3429790 -1.3117753 90 CACNA2D2;ADCY1;CACNG1;TNNI3;ADCY9;CACNA1D;LAMA2;SGCD;CACNG4;ITGA3;ITGA7;TGFB3;ADCY6;ITGB3;CACNG6;CACNB2;SGCG;ITGA10;SGCA;ADCY5;PLN;ITGA2;ITGB5
KEGG_HISTIDINE_METABOLISM 0.1182796 0.3666667 0.1723243 -0.4493284 -1.3404500 28 HDC;MAOA;LCMT2;AMDHD1;ALDH7A1;ALDH3A2;ASPA;LCMT1;HEMK1;FTCD;MAOB
KEGG_VALINE_LEUCINE_AND_ISOLEUCINE_DEGRADATION 0.0748663 0.2785027 0.2192503 -0.4209520 -1.3778640 43 ACADSB;ABAT;IVD;DBT;BCAT2;HMGCL;MCCC2;ACADS;ALDH7A1;ALDH6A1;ALDH3A2
KEGG_NITROGEN_METABOLISM 0.1020036 0.3387978 0.1882041 -0.4906666 -1.3937109 23 CA12;CA2;GLS2;CA14;GLUD1;GLUL;AMT;CA3;CA5B;CA4;CPS1;CA5A;CTH;GLUD2
KEGG_GLYCEROPHOSPHOLIPID_METABOLISM 0.0234088 0.1145800 0.3524879 -0.3995032 -1.4490092 68 PLA2G10;GPD1L;ETNK2;CHPT1;JMJD7-PLA2G4B;PTDSS2;CDS1;PLA2G12A;LPCAT3;GPAM;MBOAT1;DGKQ;LYPLA1;LPGAT1;MBOAT2;MBOAT7;PISD;DGKD;CDIPT;GNPAT;ETNK1;DGKE;PLA2G1B;LCAT;PLA2G12B;PLA2G2F;DGKB;PCYT1B;GPD1;PLA2G2E
KEGG_RENIN_ANGIOTENSIN_SYSTEM 0.0634921 0.2512665 0.2377938 -0.5488805 -1.4691349 17 CPA3;AGTR1;CTSG;AGT
KEGG_CARDIAC_MUSCLE_CONTRACTION 0.0248487 0.1185091 0.3524879 -0.4079470 -1.4998936 71 COX6C;CACNA2D2;CACNG1;TNNI3;ATP1A2;CACNA1D;CACNG4;CACNG6;COX7A1;COX7C;CACNB2;UQCRQ;COX4I2;ATP1B2;UQCRB;CYC1;RYR2;UQCRC2;CACNA2D4;UQCR11;COX6A1;TNNC1
KEGG_GLYCOSYLPHOSPHATIDYLINOSITOL_GPI_ANCHOR_BIOSYNTHESIS 0.0040518 0.0259873 0.4070179 -0.5980904 -1.7287526 25 PIGT;PIGX;PIGB;PIGH;PIGV;PIGQ;PIGF;PIGG;PIGZ;PGAP1;PIGN
# Save fgseaRes_keg as txt file.
write.table(fgseaResTidy_kegg_leg, file.path(output_dir,"pathway_analysis","full_fgseaRes_KEGGRank_legacy.txt"), sep = "\t", row.names = FALSE, quote = FALSE)

# Plot significant pathways as points with a gradient color based on p-value and size based on a 'size' variable.
ggplot(fgseaResTidy_kegg_leg[fgseaResTidy_kegg_leg$padj < 0.05, ], aes(y=reorder(pathway, size),x= NES)) + geom_point(aes(color=padj,size=size)) + 
  scale_color_gradientn(colours = c("red","blue")) + 
  labs(x='Normalized Enrichment Score', y=NULL ) + 
  theme( axis.title = element_text(face='bold'), axis.text = element_text (face='bold') )

Over-Representation Analysis analysis (ORA)

To identifies whether certain gene sets are over-represented in a target gene group.

# Set a vector of differentially expressed genes for ORA
deGenes <- rownames(top.table)[top.table$adj.P.Val < 0.05]  # 5 genes

# Defining the gene universe as all genes considered in the analysis
geneUniverse <- rownames(expr_data)

## Performing ORA

# ORA for Hallmark pathways
oraHallmark <- fora(pathways = pathwaysH, genes = deGenes, universe = geneUniverse, minSize = 15, maxSize = 500)
oraHallmark$Pathway_Set <- "Hallmark"
oraHallmark$Significance <- ifelse(oraHallmark$padj < 0.05, "Significant", "Not Significant")

# ORA for KEGG_MEDICUS pathways
oraKeggMed <- fora(pathways = pathwaysKEGG_MED, genes = deGenes, universe = geneUniverse, minSize = 15, maxSize = 500)
oraKeggMed$Pathway_Set <- "KEGG_MEDICUS"
oraKeggMed$Significance <- ifelse(oraKeggMed$padj < 0.05, "Significant", "Not Significant")

# ORA for KEGG_LEGACY pathways
oraKeggLeg <- fora(pathways = pathwaysKEGG_LEG, genes = deGenes, universe = geneUniverse, minSize = 15, maxSize = 500)
oraKeggLeg$Pathway_Set <- "KEGG_LEGACY"
oraKeggLeg$Significance <- ifelse(oraKeggLeg$padj < 0.05, "Significant", "Not Significant")

# Display the top results for each pathway set
kable(oraHallmark, caption = "Hallmark Pathway Enrichment Results") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
Hallmark Pathway Enrichment Results
pathway pval padj overlap size overlapGenes Pathway_Set Significance
HALLMARK_UV_RESPONSE_DN 0.0387136 0.5325918 1 138 ERBB2 Hallmark Not Significant
HALLMARK_UV_RESPONSE_UP 0.0431234 0.5325918 1 154 STARD3 Hallmark Not Significant
HALLMARK_APOPTOSIS 0.0444982 0.5325918 1 159 ERBB2 Hallmark Not Significant
HALLMARK_APICAL_JUNCTION 0.0529864 0.5325918 1 190 GRB7 Hallmark Not Significant
HALLMARK_KRAS_SIGNALING_DN 0.0532592 0.5325918 1 191 PNMT Hallmark Not Significant
HALLMARK_ADIPOGENESIS 1.0000000 1.0000000 0 192 Hallmark Not Significant
HALLMARK_ALLOGRAFT_REJECTION 1.0000000 1.0000000 0 195 Hallmark Not Significant
HALLMARK_ANDROGEN_RESPONSE 1.0000000 1.0000000 0 96 Hallmark Not Significant
HALLMARK_ANGIOGENESIS 1.0000000 1.0000000 0 36 Hallmark Not Significant
HALLMARK_APICAL_SURFACE 1.0000000 1.0000000 0 43 Hallmark Not Significant
HALLMARK_BILE_ACID_METABOLISM 1.0000000 1.0000000 0 112 Hallmark Not Significant
HALLMARK_CHOLESTEROL_HOMEOSTASIS 1.0000000 1.0000000 0 72 Hallmark Not Significant
HALLMARK_COAGULATION 1.0000000 1.0000000 0 137 Hallmark Not Significant
HALLMARK_COMPLEMENT 1.0000000 1.0000000 0 198 Hallmark Not Significant
HALLMARK_DNA_REPAIR 1.0000000 1.0000000 0 145 Hallmark Not Significant
HALLMARK_E2F_TARGETS 1.0000000 1.0000000 0 195 Hallmark Not Significant
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION 1.0000000 1.0000000 0 195 Hallmark Not Significant
HALLMARK_ESTROGEN_RESPONSE_EARLY 1.0000000 1.0000000 0 190 Hallmark Not Significant
HALLMARK_ESTROGEN_RESPONSE_LATE 1.0000000 1.0000000 0 192 Hallmark Not Significant
HALLMARK_FATTY_ACID_METABOLISM 1.0000000 1.0000000 0 152 Hallmark Not Significant
HALLMARK_G2M_CHECKPOINT 1.0000000 1.0000000 0 188 Hallmark Not Significant
HALLMARK_GLYCOLYSIS 1.0000000 1.0000000 0 197 Hallmark Not Significant
HALLMARK_HEDGEHOG_SIGNALING 1.0000000 1.0000000 0 35 Hallmark Not Significant
HALLMARK_HEME_METABOLISM 1.0000000 1.0000000 0 189 Hallmark Not Significant
HALLMARK_HYPOXIA 1.0000000 1.0000000 0 191 Hallmark Not Significant
HALLMARK_IL2_STAT5_SIGNALING 1.0000000 1.0000000 0 194 Hallmark Not Significant
HALLMARK_IL6_JAK_STAT3_SIGNALING 1.0000000 1.0000000 0 87 Hallmark Not Significant
HALLMARK_INFLAMMATORY_RESPONSE 1.0000000 1.0000000 0 197 Hallmark Not Significant
HALLMARK_INTERFERON_ALPHA_RESPONSE 1.0000000 1.0000000 0 94 Hallmark Not Significant
HALLMARK_INTERFERON_GAMMA_RESPONSE 1.0000000 1.0000000 0 194 Hallmark Not Significant
HALLMARK_KRAS_SIGNALING_UP 1.0000000 1.0000000 0 191 Hallmark Not Significant
HALLMARK_MITOTIC_SPINDLE 1.0000000 1.0000000 0 197 Hallmark Not Significant
HALLMARK_MTORC1_SIGNALING 1.0000000 1.0000000 0 194 Hallmark Not Significant
HALLMARK_MYC_TARGETS_V1 1.0000000 1.0000000 0 193 Hallmark Not Significant
HALLMARK_MYC_TARGETS_V2 1.0000000 1.0000000 0 57 Hallmark Not Significant
HALLMARK_MYOGENESIS 1.0000000 1.0000000 0 196 Hallmark Not Significant
HALLMARK_NOTCH_SIGNALING 1.0000000 1.0000000 0 32 Hallmark Not Significant
HALLMARK_OXIDATIVE_PHOSPHORYLATION 1.0000000 1.0000000 0 184 Hallmark Not Significant
HALLMARK_P53_PATHWAY 1.0000000 1.0000000 0 191 Hallmark Not Significant
HALLMARK_PANCREAS_BETA_CELLS 1.0000000 1.0000000 0 40 Hallmark Not Significant
HALLMARK_PEROXISOME 1.0000000 1.0000000 0 104 Hallmark Not Significant
HALLMARK_PI3K_AKT_MTOR_SIGNALING 1.0000000 1.0000000 0 104 Hallmark Not Significant
HALLMARK_PROTEIN_SECRETION 1.0000000 1.0000000 0 94 Hallmark Not Significant
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY 1.0000000 1.0000000 0 47 Hallmark Not Significant
HALLMARK_SPERMATOGENESIS 1.0000000 1.0000000 0 132 Hallmark Not Significant
HALLMARK_TGF_BETA_SIGNALING 1.0000000 1.0000000 0 54 Hallmark Not Significant
HALLMARK_TNFA_SIGNALING_VIA_NFKB 1.0000000 1.0000000 0 197 Hallmark Not Significant
HALLMARK_UNFOLDED_PROTEIN_RESPONSE 1.0000000 1.0000000 0 106 Hallmark Not Significant
HALLMARK_WNT_BETA_CATENIN_SIGNALING 1.0000000 1.0000000 0 42 Hallmark Not Significant
HALLMARK_XENOBIOTIC_METABOLISM 1.0000000 1.0000000 0 194 Hallmark Not Significant
kable(oraKeggMed, caption = "KEGG Medicus Pathway Enrichment Results") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed"), full_width = FALSE) %>%
  scroll_box(height = "400px")
KEGG Medicus Pathway Enrichment Results
pathway pval padj overlap size overlapGenes Pathway_Set Significance
KEGG_MEDICUS_REFERENCE_EGF_ERBB2_RAS_ERK_SIGNALING_PATHWAY 0.0045514 0.5529945 1 16 ERBB2 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_NOTCH_OVEREXPRESSION_TO_NOTCH_SIGNALING_PATHWAY 0.0045514 0.5529945 1 16 ERBB2 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_REGULATION_OF_GF_RTK_RAS_ERK_SIGNALING_UBIQUITINATION_OF_RTK_BY_CBL 0.0071043 0.5754452 1 25 ERBB2 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_RTK_PLCG_ITPR_SIGNALING_PATHWAY 0.0152946 0.8909661 1 54 ERBB2 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GF_RTK_PI3K_SIGNALING_PATHWAY 0.0231511 0.8909661 1 82 ERBB2 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GF_RTK_RAS_PI3K_SIGNALING_PATHWAY 0.0248281 0.8909661 1 88 ERBB2 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GF_RTK_RAS_ERK_SIGNALING_PATHWAY 0.0256657 0.8909661 1 91 ERBB2 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_ENV_FACTOR_ARSENIC_TO_ELECTRON_TRANSFER_IN_COMPLEX_IV 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_ENV_FACTOR_DCE_TO_DNA_ADDUCTS 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_ENV_FACTOR_E2_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_ENV_FACTOR_IRON_TO_ANTEROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_ENV_FACTOR_METALS_TO_NFKB_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_ENV_FACTOR_NNK_NNN_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_ENV_FACTOR_TCDD_TO_AHR_SIGNALING_PATHWAY 1.0000000 1.0000000 0 22 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_ENV_FACTOR_ZN_TO_ANTEROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_ESCHERICHIA_EAE_TIR_TO_ACTIN_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_ESCHERICHIA_ESPG_TO_MICROTUBULE_RHOA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HBV_HBX_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HCMV_GB_TO_PDGFR_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HCMV_UL33_TO_GNAI_AC_PKA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HCMV_UL33_TO_GNAS_AC_PKA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HCMV_UL33_TO_GNB_G_RHO_SIGNALING_PATHWAY 1.0000000 1.0000000 0 33 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HCMV_US28_TO_GNAI_AC_PKA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HCMV_US28_TO_GNAQ_PLCB_G_CALCINEURIN_SIGNALING_PATHWAY 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HCMV_US28_TO_GNB_G_PI3K_NFKB_SIGNALING_PATHWAY 1.0000000 1.0000000 0 30 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HIV_GP120_TO_CXCR4_GNAQ_PLCB_G_CALCINEURIN 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HIV_GP120_TO_CXCR4_GNB_G_RAC_SIGNALING_PATHWAY 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HIV_GP120_TO_TNF_NFKB_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HPV_E5_TO_EGFR_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HPV_E7_TO_PP2A_AKT_SIGNALING_PATYWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_HTLV_1_TAX_TO_SPINDLE_ASSEMBLY_CHECKPOINT_SIGNALING 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_KSHV_VGPCR_TO_GNB_G_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 31 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_KSHV_VGPCR_TO_GNB_G_PI3K_AKT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 24 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_KSHV_VGPCR_TO_GNB_G_PI3K_JNK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 28 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SIFA_TO_MICROTUBULE_PLUS_END_DIRECTED_TRANSPORT 1.0000000 1.0000000 0 24 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SOPB_TO_ARNO_ARF_ACTB_G_SIGNALING_PATHWAY 1.0000000 1.0000000 0 30 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_SALMONELLA_SOPE_TO_RAC_SIGNALING_PATHWAY 1.0000000 1.0000000 0 20 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_SARS_COV_2_NSP1_TO_TRANSLATION_INITIATION 1.0000000 1.0000000 0 34 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_PATHOGEN_SHIGELLA_IPGD_TO_ARNO_ARF_ACTB_G_SIGNALING_PATHWAY 1.0000000 1.0000000 0 29 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 1.0000000 1.0000000 0 38 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ACH_CHRN_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 20 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ACTH_CORTISOL_SIGNALING_PATHWAY 1.0000000 1.0000000 0 32 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ACTIVATION_OF_PRC2.2_BY_UBIQUITINATION_OF_H2AK119 1.0000000 1.0000000 0 20 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ACTIVATION_OF_PRC2.2_BY_UBIQUITINATION_OF_H2AK119_IN_GERMLINE_GENES 1.0000000 1.0000000 0 25 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ADRB3_UCP1_SIGNALING_PATHWAY 1.0000000 1.0000000 0 35 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_AGE_RAGE_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 1.0000000 1.0000000 0 28 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ANTEROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_AREG_EGFR_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ARL8_REGULATED_MICROTUBULE_PLUS_END_DIRECTED_TRANSPORT 1.0000000 1.0000000 0 30 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ARNO_ARF_ACTB_G_SIGNALING_PATHWAY 1.0000000 1.0000000 0 25 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ASSEMBLY_AND_TRAFFICKING_OF_TELOMERASE 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_AUTOPHAGY_VESICLE_NUCLEATION_ELONGATION_MATURATION_MTORC1_PI3KC3_C1 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_BCR_PLCG_CALCINEURIN_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_BMP_SIGNALING_PATHWAY 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_BRANCHING_MICROTUBULE_NUCLEATION 1.0000000 1.0000000 0 31 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CA2_CAM_CAMK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CA2_ENTRY_VOLTAGE_GATED_CA2_CHANNEL 1.0000000 1.0000000 0 25 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CA2_PYK2_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CARDIAC_TYPE_VGCC_RYR_SIGNALING 1.0000000 1.0000000 0 21 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CCR2_GNB_G_PI3K_NFKB_SIGNALING_PATHWAY 1.0000000 1.0000000 0 31 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CCR5_GNB_G_PLCB_G_PKC_SIGNALING_PATHWAY 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CCR_CXCR_GNB_G_PI3K_RAC_SIGNALING_PATHWAY 1.0000000 1.0000000 0 30 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CD80_CD86_CTLA4_PP2A_SIGNALING_PATHWAY 1.0000000 1.0000000 0 22 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_COHESIN_DISSOCIATION_IN_ANAPHASE 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_COHESIN_DISSOCIATION_IN_PROPHASE 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CONDENSIN_LOADING 1.0000000 1.0000000 0 20 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_COPI_VESICLE_FORMATION 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CORE_NER_REACTION 1.0000000 1.0000000 0 28 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CRHR_PKA_ACTH_SIGNALING_PATHWAY 1.0000000 1.0000000 0 27 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CROSSTALK_BETWEEN_EXTRINSIC_AND_INTRINSIC_APOPTOTIC_PATHWAYS 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CX3CR1_GNAI_AC_PKA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CXCL12_CXCR4_PKC_ERK_SIGNALING_PATHAWAY 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CXCR4_GNAQ_PLCB_G_CALCINEURIN_SIGNALING_PATHWAY 1.0000000 1.0000000 0 21 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CXCR4_GNB_G_PLCB_PKC_SIGNALING_PATHWAY 1.0000000 1.0000000 0 31 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CXCR4_GNB_G_RAC_SIGNALING_PATHWAY 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CXCR_GNB_G_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CXCR_GNB_G_PI3K_AKT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 25 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_CYTOKINE_JAK_STAT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 44 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_DEUBIQUITINATION_OF_H2AK119 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_DISASSEMBLY_OF_MCC 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_DNA_END_RESECTION_AND_RPA_LOADING 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_DNA_REPLICATION_LICENSING 1.0000000 1.0000000 0 24 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_DNA_REPLICATION_TERMINATION 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_DRD1_GNAS_AC_PKA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_DYNEIN_RECRUITMENT_TO_THE_KINETOCHORE 1.0000000 1.0000000 0 30 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_E2_ER_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_EGF_EGFR_ACTIN_SIGNALING_PATHWAY 1.0000000 1.0000000 0 21 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_EGF_EGFR_PLCG_CALCINEURIN_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_EGF_EGFR_PLCG_CAMK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_EGF_EGFR_PLCG_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_EGF_EGFR_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_EGF_EGFR_RAS_PI3K_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ELECTRON_TRANSFER_IN_COMPLEX_I 1.0000000 1.0000000 0 38 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ELECTRON_TRANSFER_IN_COMPLEX_IV 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_EP_NE_ADRB_CAMP_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_EREG_EGFR_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_FGF_FGFR_PI3K_SIGNALING_PATHWAY 1.0000000 1.0000000 0 31 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_FGF_FGFR_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 35 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_FLT3LG_FLT3_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_FLT3LG_FLT3_RAS_PI3K_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_FSHR_GNAS_PKA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GENE_SILENCING_BY_METHYLATION_OF_H3K27_AND_UBIQUITINATION_OF_H2AK119 1.0000000 1.0000000 0 31 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GHRHR_PKA_GH_SIGNALING_PATHWAY 1.0000000 1.0000000 0 28 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GLOBAL_GENOME_NER 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GLYCOLYSIS 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GNRH_GNRHR_PLCB_PKC_SIGNALING_PATHWAY 1.0000000 1.0000000 0 21 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GPCR_PI3K_SIGNALING_PATHWAY 1.0000000 1.0000000 0 32 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GPCR_PLCB_ITPR_SIGNALING_PATHWAY 1.0000000 1.0000000 0 50 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_GPI_ANCHOR_BIOSYNTHESIS 1.0000000 1.0000000 0 24 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_HGF_MET_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_HOMOLOGOUS_RECOMBINATION 1.0000000 1.0000000 0 32 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_HORMONE_LIKE_CYTOKINE_TO_JAK_STAT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_IFN_RIPK1_3_SIGNALING_PATHWAY 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_IGF_IGF1R_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_IL1_IL1R_JNK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_IL1_IL1R_P38_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_IL2_FAMILY_TO_JAK_STAT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_IL6_FAMILY_TO_JAK_STAT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 27 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ITGA_B_FAK_CDC42_SIGNALING_PATHWAY 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ITGA_B_FAK_RAC_SIGNALING_PATHWAY 1.0000000 1.0000000 0 30 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ITGA_B_RHOGAP_RHOA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ITGA_B_RHOGEF_RHOA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ITGA_B_RHOG_RAC_SIGNALING_PATHWAY 1.0000000 1.0000000 0 28 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ITGA_B_TALIN_VINCULIN_SIGNALING_PATHWAY 1.0000000 1.0000000 0 30 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_KEAP1_NRF2_SIGNALING_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_KINETOCHORE_FIBER_ORGANIZATION 1.0000000 1.0000000 0 22 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_KINETOCHORE_MICROTUBULE_ATTACHMENT 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_KITLG_KIT_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_LHCGR_GNAS_PKA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_LONG_PATCH_BER 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_LPAR_GNB_G_RHO_SIGNALING_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_MACHR_CA2_APOPTOTIC_PATHWAY 1.0000000 1.0000000 0 20 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_MDA5_IRF7_3_SIGNALING_PATHWAY 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_MGLUR5_CA2_APOPTOTIC_PATHWAY 1.0000000 1.0000000 0 22 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_MICROTUBULE_DEPOLYMERIZATION 1.0000000 1.0000000 0 22 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_MICROTUBULE_DEPOLYMERIZATION_AT_THE_MINUS_ENDS 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_MICROTUBULE_NUCLEATION 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_MICROTUBULE_RHOA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 20 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_MISMATCH_REPAIR 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_MITOCHONDRIAL_COMPLEX_UCP1_IN_THERMOGENESIS 1.0000000 1.0000000 0 56 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_NUCLEAR_EXPORT_OF_MRNA 1.0000000 1.0000000 0 29 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_N_GLYCAN_BIOSYNTHESIS 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ORGANIZATION_OF_THE_OUTER_KINETOCHORE 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_ORIGIN_UNWINDING_AND_ELONGATION 1.0000000 1.0000000 0 30 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_P300_P21_CELL_CYCLE_G1_S 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_P4_PR_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_PDGF_PDGFR_PLCG_CAMK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_PDGF_PDGFR_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_PP2A_AKT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_PRE_IC_FORMATION 1.0000000 1.0000000 0 27 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_PRNP_PI3K_NOX2_SIGNALING_PATHWAY 1.0000000 1.0000000 0 29 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_PROMOTION_OF_MICROTUBULE_GROWTH 1.0000000 1.0000000 0 21 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_PTH_PTH1R_PKA_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_RAB7_REGULATED_MICROTUBULE_MINUS_END_DIRECTED_TRANSPORT 1.0000000 1.0000000 0 41 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_REGULATION_OF_GF_RTK_RAS_ERK_SIGNALING_PTP 1.0000000 1.0000000 0 20 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_RELN_VLDLR_PI3K_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_RETROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 42 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_RIG_I_IRF7_3_SIGNALING_PATHWAY 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_RIG_I_NFKB_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_SKELETAL_TYPE_VGCC_RYR_SIGNALING 1.0000000 1.0000000 0 21 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_SPINDLE_ASSEMBLY_CHECKPOINT_SIGNALING 1.0000000 1.0000000 0 21 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TCR_PLCG_ITPR_SIGNALING_PATHWAY 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TELOMERE_ELONGATION 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TGFA_EGFR_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TIGHT_JUNCTION_ACTIN_SIGNALING_PATHWAY 1.0000000 1.0000000 0 33 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TLR1_2_4_NFKB_SIGNALING_PATHWAY 1.0000000 1.0000000 0 20 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TLR2_4_MAPK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TLR5_NFKB_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TLR7_8_9_IRF5_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TLR7_9_IRF7_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TNF_JNK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TNF_NFKB_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TNF_P38_SIGNALING_PATHWAY 1.0000000 1.0000000 0 24 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TRAIP_DEPENDENT_REPLISOME_DISASSEMBLY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TRANSCRIPTION_COUPLED_NER 1.0000000 1.0000000 0 28 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TRANSLATION_INITIATION 1.0000000 1.0000000 0 81 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TSH_TG_SIGNALING_PATHWAY 1.0000000 1.0000000 0 29 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TYPE_II_INTERFERON_TO_JAK_STAT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TYPE_I_IFN_SIGNALING_PATHWAY 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_TYPE_I_INTERFERON_TO_JAK_STAT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_VGCC_CA2_APOPTOTIC_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_WNT5A_ROR_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_WNT_SIGNALING_MODULATION_LGR_RSPO 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_WNT_SIGNALING_MODULATION_WNT_ACYLATION 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_WNT_SIGNALING_MODULATION_WNT_INHIBITOR 1.0000000 1.0000000 0 28 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_REFERENCE_WNT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 46 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_AMPLIFIED_FGFR_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_AMPLIFIED_MYC_TO_P27_CELL_CYCLE_G1_S 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_CYP11B1_CYP11B2_FUSION_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 1.0000000 1.0000000 0 31 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_EGF_OVEREXPRESSION_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_FZD7_OVEREXPRESSION_TO_WNT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 37 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_IGF2_OVEREXPRESSION_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_LRP6_OVEREXPRESSION_TO_WNT_SIGNALING_PATHWAY 1.0000000 1.0000000 0 45 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MLL_AF4_FUSION_TO_TRANSCRIPTIONAL_ACTIVATION 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_CACNA1D_H_TO_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 1.0000000 1.0000000 0 24 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_EGFR_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_FGFR3_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_GNAS_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 1.0000000 1.0000000 0 29 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_GNAS_TO_CRHR_PKA_ACTH_SIGNALING_PATHWAY 1.0000000 1.0000000 0 24 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_KCNJ5_TO_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 1.0000000 1.0000000 0 25 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_MET_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_PRKACA_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_ACTIVATED_SMO_TO_HEDGEHOG_SIGNALING_PATHWAY 1.0000000 1.0000000 0 29 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABBERANT_ATXN2_3_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 1.0000000 1.0000000 0 35 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_AGE_RAGE_SIGNALING_PATHWAY 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_ANTEROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 22 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_ELECTRON_TRANSFER_IN_COMPLEX_I 1.0000000 1.0000000 0 44 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_ELECTRON_TRANSFER_IN_COMPLEX_IV 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_MACHR_CA2_APOPTOTIC_PATHWAY 1.0000000 1.0000000 0 21 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 1.0000000 1.0000000 0 22 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_ABETA_TO_TRANSPORT_OF_CALCIUM 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_DCTN1_TO_RETROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 17 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 1.0000000 1.0000000 0 35 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_ANTEROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 25 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_RETROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 44 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_HTT_TO_TRANSPORT_OF_CALCIUM 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_PSEN_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SNCA_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 1.0000000 1.0000000 0 35 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SNCA_TO_ANTEROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 24 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SNCA_TO_ELECTRON_TRANSFER_IN_COMPLEX_I 1.0000000 1.0000000 0 39 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SOD1_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 1.0000000 1.0000000 0 40 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_SOD1_TO_RETROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 27 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_TDP43_TO_ELECTRON_TRANSFER_IN_COMPLEX_I 1.0000000 1.0000000 0 39 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_CAUSED_ABERRANT_TUBA4A_TO_RETROGRADE_AXONAL_TRANSPORT 1.0000000 1.0000000 0 27 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_ATP1A1_TO_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 1.0000000 1.0000000 0 25 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_ATP2B3_TO_ANGIOTENSIN_ALDOSTERONE_SIGNALING_PATHWAY 1.0000000 1.0000000 0 23 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_FGF17_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_FGF8_TO_RAS_ERK_SIGNALING_PATHWAY 1.0000000 1.0000000 0 15 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PDE11A_PDE8B_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 1.0000000 1.0000000 0 20 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PINK1_TO_ELECTRON_TRANSFER_IN_COMPLEX_I 1.0000000 1.0000000 0 39 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PRKAR1A_TO_ACTH_CORTISOL_SIGNALING_PATHWAY 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PRKAR1A_TO_CRHR_PKA_ACTH_SIGNALING_PATHWAY 1.0000000 1.0000000 0 26 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_PTCH1_TO_HEDGEHOG_SIGNALING_PATHWAY 1.0000000 1.0000000 0 29 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_RASD1_TO_CRHR_PKA_ACTH_SIGNALING_PATHWAY 1.0000000 1.0000000 0 27 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_UBQLN2_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 1.0000000 1.0000000 0 39 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_MUTATION_INACTIVATED_VCP_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 1.0000000 1.0000000 0 39 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_26S_PROTEASOME_MEDIATED_PROTEIN_DEGRADATION 1.0000000 1.0000000 0 35 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_MGLUR5_CA2_APOPTOTIC_PATHWAY 1.0000000 1.0000000 0 19 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_PRNP_PI3K_NOX2_SIGNALING_PATHWAY 1.0000000 1.0000000 0 16 KEGG_MEDICUS Not Significant
KEGG_MEDICUS_VARIANT_SCRAPIE_CONFORMATION_PRPSC_TO_TRANSPORT_OF_CALCIUM 1.0000000 1.0000000 0 18 KEGG_MEDICUS Not Significant
DT::datatable(oraKeggLeg, 
              caption = htmltools::tags$caption("KEGG Legacy Pathway Enrichment Results"),
              options = list(pageLength = 10, scrollX = TRUE))
write.table(transform(oraHallmark, overlapGenes = sapply(overlapGenes, paste, collapse = ",")),
            file = file.path(output_dir, "pathway_analysis", "Hallmark_ORA_Results.csv"),
            sep = "\t", row.names = FALSE, quote = FALSE)

write.table(transform(oraKeggMed, overlapGenes = sapply(overlapGenes, paste, collapse = ",")),
            file = file.path(output_dir, "pathway_analysis", "KeggMed_ORA_Results.csv"),
            sep = "\t", row.names = FALSE, quote = FALSE)

write.table(transform(oraKeggLeg, overlapGenes = sapply(overlapGenes, paste, collapse = ",")),
            file = file.path(output_dir, "pathway_analysis", "KeggLeg_ORA_Results.csv"),
            sep = "\t", row.names = FALSE, quote = FALSE)

Enrichment Results by Treatment Subtype

GSEA + ORA + Visualizations
# Define treatment groups
treatment_list <- c("chemo", "chemo+targeted", "IO+chemo", "targeted")

# Define helper functions for visualization
plot_gsea_outputs <- function(res, title_prefix) {
  res$adjPvalue <- ifelse(res$padj <= 0.05, "significant", "non-significant")
  cols <- c("non-significant" = "grey", "significant" = "red")

  # NES barplot
  print(ggplot(res, aes(reorder(pathway, NES), NES, fill = adjPvalue)) +
          geom_col() +
          scale_fill_manual(values = cols) +
          coord_flip() +
          labs(title = paste0(title_prefix, " - NES (GSEA)"),
               x = "Pathway", y = "NES") +
          theme(axis.text.y = element_text(size = 6),
                axis.title = element_text(face = 'bold')))

  # Dotplot
  print(ggplot(res[res$padj < 0.05, ], aes(y = reorder(pathway, size), x = NES)) +
          geom_point(aes(color = padj, size = size)) +
          scale_color_gradientn(colours = c("red", "blue")) +
          labs(title = paste0(title_prefix, " - Dotplot (GSEA)"),
               x = "NES", y = "Pathway") +
          theme(axis.text.y = element_text(size = 6),
                axis.title = element_text(face = 'bold')))
}

plot_ora_outputs <- function(res, title_prefix) {
  print(ggplot(res[res$padj < 0.05, ], aes(y = reorder(pathway, overlap), x = -log10(pval))) +
          geom_point(aes(color = padj, size = overlap)) +
          scale_color_gradientn(colours = c("red", "blue")) +
          labs(title = paste0(title_prefix, " - ORA Dotplot"),
               x = "-log10(p-value)", y = "Pathway") +
          theme(axis.text.y = element_text(size = 6),
                axis.title = element_text(face = 'bold')))
}

# Main loop
for (treatment in treatment_list) {
  cat("### Processing:", treatment, "\n")

  # Get top table and ranks
  top_table <- top_table_list[[treatment]]
  ranks <- setNames(top_table$logFC, top_table$Gene)
  ranks <- sort(ranks, decreasing = TRUE)
  deGenes <- rownames(top_table)[top_table$adj.P.Val < 0.05]
  geneUniverse <- rownames(expr_data)

  ## --- GSEA Hallmark ---
  gsea_h <- fgsea(pathwaysH, ranks) %>%
    as_tibble() %>%
    arrange(desc(NES)) %>%
    mutate(leadingEdge = sapply(leadingEdge, paste, collapse = ";"))
  write.table(gsea_h, file = file.path(output_dir, "pathway_analysis", paste0(treatment, "_fgsea_Hallmark.txt")),
              sep = "\t", row.names = FALSE, quote = FALSE)
  plot_gsea_outputs(gsea_h, paste("Hallmark", treatment))

  ## --- GSEA KEGG_MEDICUS ---
  gsea_med <- fgsea(pathwaysKEGG_MED, ranks) %>%
    as_tibble() %>%
    arrange(desc(NES)) %>%
    mutate(leadingEdge = sapply(leadingEdge, paste, collapse = ";"))
  write.table(gsea_med, file = file.path(output_dir, "pathway_analysis", paste0(treatment, "_fgsea_KEGG_Medicus.txt")),
              sep = "\t", row.names = FALSE, quote = FALSE)
  plot_gsea_outputs(gsea_med, paste("KEGG Medicus", treatment))

  ## --- GSEA KEGG_LEGACY ---
  gsea_leg <- fgsea(pathwaysKEGG_LEG, ranks) %>%
    as_tibble() %>%
    arrange(desc(NES)) %>%
    mutate(leadingEdge = sapply(leadingEdge, paste, collapse = ";"))
  write.table(gsea_leg, file = file.path(output_dir, "pathway_analysis", paste0(treatment, "_fgsea_KEGG_Legacy.txt")),
              sep = "\t", row.names = FALSE, quote = FALSE)
  plot_gsea_outputs(gsea_leg, paste("KEGG Legacy", treatment))

  ## --- ORA Hallmark ---
  ora_h <- fora(pathwaysH, genes = deGenes, universe = geneUniverse) %>%
    mutate(Pathway_Set = "Hallmark", 
           Significance = ifelse(padj < 0.05, "Significant", "Not Significant"),
           overlapGenes = sapply(overlapGenes, paste, collapse = ","))
  write.table(ora_h, file = file.path(output_dir, "pathway_analysis", paste0(treatment, "_ORA_Hallmark.txt")),
              sep = "\t", row.names = FALSE, quote = FALSE)
  plot_ora_outputs(ora_h, paste("Hallmark ORA", treatment))

  ## --- ORA KEGG_MEDICUS ---
  ora_med <- fora(pathwaysKEGG_MED, genes = deGenes, universe = geneUniverse) %>%
    mutate(Pathway_Set = "KEGG_MEDICUS",
           Significance = ifelse(padj < 0.05, "Significant", "Not Significant"),
           overlapGenes = sapply(overlapGenes, paste, collapse = ","))
  write.table(ora_med, file = file.path(output_dir, "pathway_analysis", paste0(treatment, "_ORA_KEGG_Medicus.txt")),
              sep = "\t", row.names = FALSE, quote = FALSE)
  plot_ora_outputs(ora_med, paste("KEGG Medicus ORA", treatment))

  ## pathwaysKEGG_MED ORA KEGG_LEGACY ---
  ora_leg <- fora(pathwaysKEGG_LEG, genes = deGenes, universe = geneUniverse) %>%
    mutate(Pathway_Set = "KEGG_LEGACY",
           Significance = ifelse(padj < 0.05, "Significant", "Not Significant"),
           overlapGenes = sapply(overlapGenes, paste, collapse = ","))
  write.table(ora_leg, file = file.path(output_dir, "pathway_analysis", paste0(treatment, "_ORA_KEGG_Legacy.txt")),
              sep = "\t", row.names = FALSE, quote = FALSE)
  plot_ora_outputs(ora_leg, paste("KEGG Legacy ORA", treatment))

  cat("✓ Finished:", treatment, "\n\n")
}
## ### Processing: chemo

## ✓ Finished: chemo 
## 
## ### Processing: chemo+targeted

## ✓ Finished: chemo+targeted 
## 
## ### Processing: IO+chemo

## ✓ Finished: IO+chemo 
## 
## ### Processing: targeted

## ✓ Finished: targeted

6. Correlation of Gene Features with Treatment Response

  • Tool: PredictioR R package
  • Goal: identify individual gene-level associations with response status (R vs NR)

7. Stratified PredictIO Signature Analysis

  • Repeated signature-based analysis (Step 3) within subgroups
  • Netx step: Grouped patients by treatment arms to detect treatment-specific associations